vTaiwan_Uber v0.1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pol-is/notebooks/blob/master/020-PCA.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# vTaiwan Uber 🏟 Polis conversation statistical analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "import altair as alt\n",
    "from textwrap import wrap\n",
    "from sklearn.neighbors import kneighbors_graph\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_samples, silhouette_score\n",
    "import numba\n",
    "\n",
    "\n",
    "import umap\n",
    "\n",
    "import igraph as ig\n",
    "import leidenalg\n",
    "\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'divide': 'warn', 'over': 'warn', 'under': 'ignore', 'invalid': 'warn'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Set up plots\n",
    "plt.figure(figsize=(500, 500))\n",
    "sns.set_context('poster')\n",
    "sns.set_style('white')\n",
    "sns.set(font=\"Gill Sans\")\n",
    "sns.set(font_scale=.7)\n",
    "sns.set_color_codes()\n",
    "\n",
    "%matplotlib inline\n",
    "np.seterr(divide='ignore', invalid='ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 🧹 Import raw data && clean up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('./participants-votes.csv',index_col='participant')\n",
    "df_comments = pd.read_csv('./comments_mod1_en_aug.csv',index_col='comment-id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_comments_integerIndex = df_comments;\n",
    "df_comments.index = df_comments.index.astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata_fields = ['group-id', 'n-comments', 'n-votes', \n",
    "                   'n-agree', 'n-disagree']\n",
    "val_fields = [c for c in df.columns.values if c not in metadata_fields]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# REMOVE COLUMNS (comments) which were moderated out\n",
    "statements_all_in = sorted(list(df_comments.loc[df_comments[\"moderated\"] > 0].index.array), key = int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "## for a row, count the number of finite values\n",
    "def count_finite(row):\n",
    "    finite = np.isfinite(row[val_fields]) # boolean array of whether each entry is finite\n",
    "    return sum(finite) # count number of True values in `finite`\n",
    "\n",
    "## REMOVE ROWS (participants) WITH LESS THAN N VOTES check for each row if the number of finite values >= cutoff\n",
    "def select_rows(df, threshold=7):\n",
    "    \n",
    "    number_of_votes = df.apply(count_finite, axis=1)\n",
    "    valid = number_of_votes >= threshold\n",
    "    \n",
    "    return df[valid]\n",
    "    \n",
    "df = select_rows(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "metadata = df[metadata_fields]\n",
    "vals = df[val_fields]\n",
    "# If the participant didn't see the statement, it's a null value, here we fill in the nulls with zeros\n",
    "vals = vals.fillna(0)\n",
    "vals = vals.sort_values(\"participant\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 📓 Groups of comments and subconversations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "               0    3    4    5    6    7    8    9   10   12  ...  161  162  \\\n",
       "participant                                                    ...             \n",
       "0            1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  ...  1.0  0.0   \n",
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       "2            1.0  1.0  1.0  0.0 -1.0  1.0  1.0  1.0  1.0  1.0  ...  0.0  0.0   \n",
       "4            1.0  1.0  1.0  1.0 -1.0  1.0  1.0  1.0 -1.0  0.0  ...  0.0  0.0   \n",
       "5            0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "\n",
       "             164  165  169  170  171  172  173  174  \n",
       "participant                                          \n",
       "0           -1.0  1.0 -1.0  1.0  1.0  1.0 -1.0 -1.0  \n",
       "1            1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "2            0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "4            0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
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       "\n",
       "[5 rows x 99 columns]"
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     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "    ## main axis of disagreement\n",
    "\n",
    "comments_high_loadings_on_pcs = [\n",
    "    \"18\",\"19\",\"20\",\"29\",\n",
    "    \"30\",\"31\",\"32\",\"38\",\n",
    "    \"44\",\n",
    "]\n",
    "\n",
    "vals_high_loadings_on_pcs = vals[comments_high_loadings_on_pcs]\n",
    "\n",
    "    \n",
    "    ## a sub-cluster\n",
    "#     \"62\",\"53\",\"72\",\"153\",\"46\",\"39\",\"61\",\n",
    "#     \"65\",\"66\",\"68\",\"69\",\"137\",\"84\",\n",
    "#     \"87\",\"90\",\"92\",\"104\",\"106\",\"109\",\"119\",\"133\",\n",
    "    \n",
    "    \n",
    "    ## others\n",
    "#     \"37\", \"40\",\n",
    "#     \"3\",\"0\",\"8\",\"7\",\"6\",\"5\",\"4\",\"9\",\"10\",\n",
    "#     \"12\",\"13\",\"14\",\"15\",\"16\",\"17\",\n",
    "#     \"71\", \"67\", \"63\", \n",
    "#     \"159\", \"156\", \"154\",  \"151\", \"77\", \"145\", \n",
    "#     \"143\",\"35\",\"21\",\"24\",\"34\",\n",
    "#     \"41\",\"43\",\"48\",\"50\",\"51\",\"55\",\"59\",\n",
    "#     \"64\",\"144\",\"78\",\"80\",\"150\",\n",
    "#     \"157\",\"94\",\"96\",\"160\",\"161\",\"162\",\n",
    "#     \"100\",\"164\",\"165\",\"169\",\"170\",\"171\",\n",
    "#     \"172\",\"111\",\"173\",\"174\",\"120\",\"121\",\"123\",\n",
    "#     \"122\",\"126\",\"128\",\"135\",\"139\",\"140\",\"141\"\n",
    "                           \n",
    "\n",
    "vals_all_in = vals[statements_all_in]\n",
    "\n",
    "vals_all_in.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 🏟 Polis Helper Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "@numba.njit()\n",
    "def sparsity_aware_dist(a, b):\n",
    "    n_both_seen = len(a) - (np.isnan(a) | np.isnan(b)).sum()\n",
    "    return (n_both_seen - (a == b).sum() + 1) / (n_both_seen + 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def polis_pca(dataframe, components):\n",
    "    pca_object = PCA(n_components=components) ## pca is apparently different, it wants \n",
    "    pca_object = pca_object.fit(dataframe.T) ## .T transposes the matrix (flips it)\n",
    "    coords = pca_object.components_.T ## isolate the coordinates and flip \n",
    "    explained_variance = pca_object.explained_variance_ratio_\n",
    "\n",
    "    return coords, explained_variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def polis_umap(dataframe, neighbors):\n",
    "    reducer = umap.UMAP(\n",
    "        n_neighbors=neighbors,\n",
    "        metric=sparsity_aware_dist,\n",
    "        init='random',\n",
    "        min_dist=0.1,\n",
    "        spread=1.0,\n",
    "        local_connectivity=3.0,\n",
    "    )\n",
    "    embedding = reducer.fit_transform(dataframe.values)\n",
    "    # embedding.shape\n",
    "    \n",
    "    return embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def c(comment, coords):\n",
    "    fig, ax = plt.subplots(figsize=(7,5))\n",
    "    plt.sca(ax)\n",
    "    colorMap = {-1:'#A50026', 1:'#313695', 0:'#FEFEC050'}\n",
    "    ax.scatter(\n",
    "        x=coords[:,0],\n",
    "        y=coords[:,1],\n",
    "        c=vals[str(comment)].apply(lambda x: colorMap[x]),\n",
    "        s=10\n",
    "    )\n",
    "    ax.set_title(\"\\n\".join(wrap(str(comment) + \"  \" + str(df_comments['english-translation'][comment]))), fontsize=14)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "## Thanks to https://github.com/ciortanmadalina/high_noise_clustering/blob/master/graph-partitioning-louvain.ipynb\n",
    "\n",
    "def polis_leiden(dataframe, neighbors):\n",
    "    A = kneighbors_graph(\n",
    "        dataframe.values, \n",
    "        neighbors, \n",
    "        mode=\"connectivity\", \n",
    "        metric=sparsity_aware_dist, \n",
    "        p=3, \n",
    "        metric_params=None, \n",
    "        include_self=True, \n",
    "        n_jobs=None\n",
    "    )\n",
    "\n",
    "    sources, targets = A.nonzero()\n",
    "    weights = A[sources, targets]\n",
    "    if isinstance(weights, np.matrix): # ravel data\n",
    "            weights = weights.A1\n",
    "\n",
    "    g = ig.Graph(directed=False)\n",
    "    g.add_vertices(A.shape[0])  # each observation is a node\n",
    "    edges = list(zip(sources, targets))\n",
    "    g.add_edges(edges)\n",
    "    g.es['weight'] = weights\n",
    "    weights = np.array(g.es[\"weight\"]).astype(np.float64)\n",
    "\n",
    "    part = leidenalg.find_partition(\n",
    "        g, \n",
    "        leidenalg.ModularityVertexPartition\n",
    "    );\n",
    "\n",
    "    leidenClusters = np.array(part.membership)\n",
    "    leidenClustersStr = [str(i) for i in leidenClusters] \n",
    "\n",
    "    #df[\"leiden\"] = leidenClustersStr\n",
    "    \n",
    "    return leidenClusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def polis_k_means_silhouettes(pca_coordinates):\n",
    "    \n",
    "    range_n_clusters = [2, 3, 4, 5, 6]\n",
    "\n",
    "    for n_clusters in range_n_clusters:\n",
    "        # Create a subplot with 1 row and 2 columns\n",
    "        fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "        fig.set_size_inches(18, 7)\n",
    "\n",
    "        # The 1st subplot is the silhouette plot\n",
    "        # The silhouette coefficient can range from -1, 1 but in this example all\n",
    "        # lie within [-0.1, 1]\n",
    "        ax1.set_xlim([-0.1, 1])\n",
    "        # The (n_clusters+1)*10 is for inserting blank space between silhouette\n",
    "        # plots of individual clusters, to demarcate them clearly.\n",
    "        ax1.set_ylim([0, len(pca_coordinates) + (n_clusters + 1) * 10])\n",
    "\n",
    "        # Initialize the clusterer with n_clusters value and a random generator\n",
    "        # seed of 10 for reproducibility.\n",
    "        clusterer = KMeans(n_clusters=n_clusters, random_state=10)\n",
    "        cluster_labels = clusterer.fit_predict(pca_coordinates)\n",
    "\n",
    "        # The silhouette_score gives the average value for all the samples.\n",
    "        # This gives a perspective into the density and separation of the formed\n",
    "        # clusters\n",
    "        silhouette_avg = silhouette_score(pca_coordinates, cluster_labels)\n",
    "        print(\"For n_clusters =\", n_clusters,\n",
    "              \"The average silhouette_score is :\", silhouette_avg)\n",
    "\n",
    "        # Compute the silhouette scores for each sample\n",
    "        sample_silhouette_values = silhouette_samples(pca_coordinates, cluster_labels)\n",
    "\n",
    "        y_lower = 10\n",
    "        for i in range(n_clusters):\n",
    "            # Aggregate the silhouette scores for samples belonging to\n",
    "            # cluster i, and sort them\n",
    "            ith_cluster_silhouette_values = \\\n",
    "                sample_silhouette_values[cluster_labels == i]\n",
    "\n",
    "            ith_cluster_silhouette_values.sort()\n",
    "\n",
    "            size_cluster_i = ith_cluster_silhouette_values.shape[0]\n",
    "            y_upper = y_lower + size_cluster_i\n",
    "\n",
    "            color = cm.nipy_spectral(float(i) / n_clusters)\n",
    "            ax1.fill_betweenx(np.arange(y_lower, y_upper),\n",
    "                              0, ith_cluster_silhouette_values,\n",
    "                              facecolor=color, edgecolor=color, alpha=0.7)\n",
    "\n",
    "            # Label the silhouette plots with their cluster numbers at the middle\n",
    "            ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))\n",
    "\n",
    "            # Compute the new y_lower for next plot\n",
    "            y_lower = y_upper + 10  # 10 for the 0 samples\n",
    "\n",
    "        ax1.set_title(\"The silhouette plot for the various clusters.\")\n",
    "        ax1.set_xlabel(\"The silhouette coefficient values\")\n",
    "        ax1.set_ylabel(\"Cluster label\")\n",
    "\n",
    "        # The vertical line for average silhouette score of all the values\n",
    "        ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\")\n",
    "\n",
    "        ax1.set_yticks([])  # Clear the yaxis labels / ticks\n",
    "        ax1.set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1])\n",
    "\n",
    "        # 2nd Plot showing the actual clusters formed\n",
    "        colors = cm.nipy_spectral(cluster_labels.astype(float) / n_clusters)\n",
    "        ax2.scatter(pca_coordinates[:, 0], pca_coordinates[:, 1], marker='.', s=30, lw=0, alpha=0.7,\n",
    "                    c=colors, edgecolor='k')\n",
    "\n",
    "        # Labeling the clusters\n",
    "        centers = clusterer.cluster_centers_\n",
    "        # Draw white circles at cluster centers\n",
    "        ax2.scatter(centers[:, 0], centers[:, 1], marker='o',\n",
    "                    c=\"white\", alpha=1, s=200, edgecolor='k')\n",
    "\n",
    "        for i, c in enumerate(centers):\n",
    "            ax2.scatter(c[0], c[1], marker='$%d$' % i, alpha=1,\n",
    "                        s=50, edgecolor='k')\n",
    "\n",
    "        ax2.set_title(\"The visualization of the clustered data.\")\n",
    "        ax2.set_xlabel(\"Feature space for the 1st feature\")\n",
    "        ax2.set_ylabel(\"Feature space for the 2nd feature\")\n",
    "\n",
    "        plt.suptitle((\"Silhouette analysis for KMeans clustering on sample data \"\n",
    "                      \"with n_clusters = %d\" % n_clusters),\n",
    "                     fontsize=14, fontweight='bold')\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def polis_subconversation(dataframe, comments, neighbors=15):\n",
    "    coords, explained_variance = polis_pca(dataframe, 2)\n",
    "    print(\"Explained variance:\", explained_variance)\n",
    "\n",
    "    embedding = polis_umap(dataframe, neighbors)\n",
    "\n",
    "    leidenClusters = polis_leiden(dataframe, neighbors)\n",
    "    \n",
    "    polis_heatmap(dataframe, neighbors)\n",
    "    \n",
    "    polis_k_means_silhouettes(pca_coordinates=coords)\n",
    "    \n",
    "    # Show clusters given umap embedding \n",
    "    fig, ax = plt.subplots(figsize=(7,5))\n",
    "    plt.sca(ax)\n",
    "    ax.scatter(\n",
    "        x=embedding[:,0],\n",
    "        y=embedding[:,1],\n",
    "        c=leidenClusters,\n",
    "        cmap=\"tab20\",\n",
    "        s=5\n",
    "    )\n",
    "    ax.set_title(\"Leiden detected communities in UMAP space\", fontsize=14)\n",
    "    plt.show()\n",
    "\n",
    "    # Show clusters given pca embedding \n",
    "    fig, ax = plt.subplots(figsize=(7,5))\n",
    "    plt.sca(ax)\n",
    "    ax.scatter(\n",
    "        x=coords[:,0],\n",
    "        y=coords[:,1],\n",
    "        c=leidenClusters,\n",
    "        cmap=\"tab20\",\n",
    "        s=5\n",
    "    )\n",
    "\n",
    "    ax.set_title(\"Leiden detected communities in PCA space\", fontsize=14)\n",
    "    plt.show()\n",
    "    \n",
    "    print(\"Number of votes per participant, PCA space\")\n",
    "    # number of votes in pca space\n",
    "    plt.figure(figsize=(7, 5), dpi=80)\n",
    "    plt.scatter(\n",
    "        x=coords[:,0], \n",
    "        y=coords[:,1], \n",
    "        c=metadata['n-votes'],\n",
    "        cmap=\"magma_r\",\n",
    "        s=5\n",
    "    )\n",
    "    plt.colorbar()\n",
    "    plt.show()\n",
    "\n",
    "    print(\"Participant ID number, indexed sequentially from first vote\")\n",
    "    # when did the participant show up? index\n",
    "    plt.figure(figsize=(7, 5), dpi=80)\n",
    "    plt.scatter(\n",
    "        x=coords[:,0], \n",
    "        y=coords[:,1], \n",
    "        c=metadata.index,\n",
    "        cmap=\"magma_r\",\n",
    "        s=5\n",
    "    )\n",
    "    plt.colorbar()\n",
    "    plt.show()\n",
    "    \n",
    "    for x in comments:\n",
    "        c(x, coords)\n",
    "#         c(x, embedding)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def polis_heatmap(__dataframe, neighbors=15):\n",
    "    leidenClusters = polis_leiden(__dataframe, neighbors)\n",
    "\n",
    "    # Show clustermap\n",
    "    __dataframe['leiden_cluster_assignments'] = leidenClusters\n",
    "    clusters_by_comments_means = __dataframe.groupby('leiden_cluster_assignments').agg('mean').T\n",
    "\n",
    "    index_to_label = df_comments['english-translation'].to_dict() # {index: label}\n",
    "\n",
    "    clustergrid = sns.clustermap(clusters_by_comments_means, cmap=\"RdBu\", figsize=(10,10))\n",
    "\n",
    "    ax = clustergrid.ax_heatmap\n",
    "    new_labels = [index_to_label[str(idx._text)] for idx in ax.get_yticklabels()] # [ label0, label1, label2, ...]\n",
    "    ax.set_yticklabels(new_labels, rotation=0, fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def polis_pca_comments(__dataframe, comments):\n",
    "    \n",
    "    # PCA for COMMENTS on transposed matrix    \n",
    "    coords, explained_variance = polis_pca(dataframe.T, 2)\n",
    "    \n",
    "    plt.figure(figsize=(7, 5), dpi=80)\n",
    "    plt.scatter(\n",
    "        x=coords[:,0], \n",
    "        y=coords[:,1], \n",
    "        cmap=\"magma_r\",\n",
    "        s=5\n",
    "    )\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def polis_clustermap(__dataframe, __comments):\n",
    "    index_to_label = __comments['english-translation'].to_dict() # {index: label}\n",
    "\n",
    "    clustergrid = sns.clustermap(__dataframe, cmap=\"RdBu\", figsize=(30,30))\n",
    "\n",
    "    ax = clustergrid.ax_heatmap\n",
    "    new_labels = [index_to_label[str(idx._text)] for idx in ax.get_yticklabels()] # [ label0, label1, label2, ...]\n",
    "    ax.set_yticklabels(new_labels, rotation=0, fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Summary stats on participant behavior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Global, will need to be scoped to do multiple times\n",
    "\n",
    "participant_vote_totals = []\n",
    "participant_agree_totals = []\n",
    "participant_disagree_totals = []\n",
    "participant_means = [] \n",
    "participant_variance = []\n",
    "\n",
    "def polis_create_summaries_participants(__dataframe):\n",
    "    \n",
    "    for participant, votes in __dataframe.iterrows(): \n",
    "        counts = votes.value_counts()\n",
    "        agree_count = counts.get(1.0, default = 0)\n",
    "        disagree_count = counts.get(-1.0, default = 0)\n",
    "\n",
    "        participant_agree_totals.append(agree_count)\n",
    "        participant_disagree_totals.append(disagree_count)\n",
    "        participant_vote_totals.append(agree_count + disagree_count)\n",
    "        participant_means.append(np.mean(votes))\n",
    "        participant_variance.append(np.var(votes))\n",
    "\n",
    "polis_create_summaries_participants(vals_all_in)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Summary stats on comments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we take the mean in each column - ie., we average the votes to figure out whether it was net positive or net negative. This gives us a sense of whether the comments in the conversation were generally agreed on, disagreed on, or whether it was split. The median is not particularly interesting, because the data is -1 0 1 format, so the median will be one of the three. In this plot, minority interest groups will be overwhelmed, as this is not informed by clustering."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "comment_total_votes = []\n",
    "comment_total_agrees = []\n",
    "comment_total_disagrees = []\n",
    "comment_means = []\n",
    "comment_variance = []\n",
    "\n",
    "def polis_create_summaries_comments(__dataframe):\n",
    "\n",
    "    columns = list(__dataframe)\n",
    "\n",
    "    for i in columns:\n",
    "        comment_means.append(np.mean(__dataframe[i]))\n",
    "        comment_variance.append(np.var(__dataframe[i]))\n",
    "        total_agrees = __dataframe[i].get(1.0, default = 0) ## halp, not like iterrows D: \n",
    "        total_disagrees = __dataframe[i].get(-1.0, default = 0)\n",
    "        comment_total_agrees.append(total_agrees)\n",
    "        comment_total_disagrees.append(total_disagrees)\n",
    "        comment_total_votes.append(total_agrees + total_disagrees)\n",
    "\n",
    "polis_create_summaries_comments(vals_all_in)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- -----"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # 🪐 Summary Statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ⏳ Full participants * comments matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some things to notice about the matrix: comments are submitted over time, so participants who do not return will only have voted on the statements which were avialable when they arrived. \n",
    "\n",
    "Long horizontal lines sticking out into otherwise blank space indicate participants who returned to vote on comments, while others who started voting when there were a limited amount of comments did not.\n",
    "\n",
    "This indicates both the nature and a primary caveat of the method: since participants can add features (comments, columns):\n",
    "\n",
    "* Not all comments will be present when the conversation starts\n",
    "* Not all participants will have an opportunity to vote on all comments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a15cdb128>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Od/fXmdkOwBuA0939Q4uOm2s0tz4ZT1GiUZBylkqMqihDrFY6Vo05FBUQQgghhJhRpYbBzB4B/APwY+ATwBHufpaZneLu+5nZc4HbAmfkOAw77L0xa/EtxdlK6LXda6/71StyMoQQQoj/Tc81DLs9+q1d1jBc9IGnT7uGwd0/YmYbgNcArwU+a2YfBM6b//yNZvbEtV5HSQ50jRqGklqM3E5BQ85HbmpXZGpIjajE0F7lOj8y/oUQQohpo5SkldRKSboJMzvzLcB3gNu6+0Fzpefbu/vXSsaNKo4cMihTffdr6BpEGrpD5BrtNSIPNTpHQazzs8ydq4QQQggxXWoVPR8L3Ap4LjORtpub2WXzn51XOmiugZo00AbG6VVVuGW6UK/dakoIjSDl3keldgkhhBBiBNRKSXrCAr9zYoWlrEqJQFrJWCmSBbYFKUkl8w8pSq9GylkpEW4r6eoUSWqeSLE11XwIIYQQ40EpSSsZdVvVFLkdjAZPmaOiGAOUpErlzj9ogGca7SUpNrkMGezZ8xSkduU6UZC+j5FOSQ1tjMjoVclYrefPHStS+TxFyWsu99pLnPSSa8+dP/K9oGSOGi2sIw9ISt5Xcp/VktfPGCPQQohrGbXS86Z1e6y6+Bq59CVtNyNbdebmyw99IESepo+NGu1TowQGhRBCiKnQc5ekW/3+O7s0jr/1vidNu0vSNjoMpwN7Az8CNrj7YWb2GuAm858/w91/tsi4uac1Jac7NbokFc2ReTKeKqweoihakUnkSW8JuXUHJUZ+SRRDp3FCCCFEG5SStJJaKUk3AZ7GTIfhh8B7gZ8BZ5nZOuBf3P3DZnY88EvANxcZNMoxqJVjnusYRNZDDF1jynANdXACqVF0nZpjqKtSroOlCIMQQgghxkALHYZXA99z97eY2d8CJ8+dhRcAdwC+u+i4UYrOJUXPqblb1zCURBJqOEw1UrtSRLanjcwZL6mTyJ17CDksQgghhFiEFjoMdwK25IZtBq5vZr/l7q81s/OAxwFvX2TclJGUa1BGFj1HUkO1eYjISELoPUmQ69xFE1nMKYQQQog2rNuglKRtqVL0bGbvZqbDcBFwKXBL4BLgInc/ep6K9P+AmwGHuftFi4y7w94bsxYfeZIf2SGjhMg6jSi148h9jGx1WzJ/iYPVWrhOCCGEGAs9Fz3f5onv6bLo+ZsnPn7aRc/XpcPg7ptqrCNXaVmsTqTB3nKOnomK7kS2eKwV8aoREWpdz1SDltfY+v7WYBmeoWWm9f1tecBZqxnJ8decn/03oh2TbKuam+pRq4i3xhtACbnrav2B2PqNPEXrXupCCCHEWOg5wrD7xvd3aRxfcMLjph1hWCtyO9mUtAmNNEKTjkljQarIdaWokUJVQ/iphJJ7MtSNSQghhBCiJrVqGLbWYfg34J7Ad4Avu/txZva2+c8uB17q7lcvMm6qhqHXE+iWLEOKwJRQDYMQQogpowhDPssQYdhah2Ez8IK5o/AWM9sNuKm7/56Z/R7wKOAvFxl0Ko5BZEvMyDSi3BP7yJaykWMNEan0XEPoTgghhBBri4TbVlKthmGuw3AU8GlgP2YRhV8EXgk8BNiTmTPxn+5+7CJj5nZJSlGrh30NY75krFzjuHVBcq6zVGsOdUkSQgghFqPnCMMeT/5AlxGG89/x6GlHGLbRYbgY+IG7/6OZvQe4ELh43l71qcxSlRYiymge+v0orQdId2OqYfwPGbq5J+OtW5GmBM9S+1tSw1BSQ5C7XzUiIkP3PbKwuoaKeSSto2E15q6h/xEZoRNCCNEvLXQYLgRuDfwQ+Ia7v8bM/hjYBdgBeKq7/3SRca+86qpVF5/7AR5p6NYq1s2NVtS4xpL1lhCZEpW7L61b6gkhhBBToOcIwy8/9UNdRhh2OP0lN2WW5r8tl7v75Vu+MLObA29iZmuf4u4nz7//J8BOwG2Ag939ykXnHnVb1VRKUq6x1fq0scbJ5TIUPUee2EcipWchhBDifyOHIZ8dTn/JK4CXr/KjV7j7H2/5wsxeCfydu59tZqe4+37z738DOAPYyd1/L2fuUbdVbZkiEDlH8vR9IoY81BGIKSo6DkwXStG65kMIIYQQk+CNwImrfP/ybb7eBfjW1t8ws+sBT3b3U83spWZ2X3c/Y9GJR+0wpAyxXOXmXk/YW0cFIo38yPVG1qikiNTsSD2PkQXUY1N0rqUkGrmPUXOUzhM1d4pa3bwin8fINUemc06FyNRbpVmKMbF+fZ/Bj3na0bbOwWpcCOzKrG54C3cBHgqcCvwX8As5c9eqYdgTeAVwBfA+4E8AZ5ZbdQTwhvmv3gN4jrt/bJFxc7sk1TIGcon8oGy53hJ6NU5z54ieJxd9GAshhBgTPack/cqmk7pMSfrP4x+10J6Z2a7A0cBPgA8DDwYOA94FXMasjuHpi9YMQz2H4R7At4GfMtNY+Hngs8Dn3P0v5r9zB2YFz89bdNxN6/bIWnzrk4+obkQlDF1jjRSultS69txORSU1DJHPkJwMIYQQrZDDkM+iDsNaUCUlyd0/a2a3Z5Z3dSzwRXc/18zeZ2Yfd/eLgZcx837WjJRRVau3fi6REZFaBdQpWnY2GqwhCExDSLaYbKjpMHQdaokphBBCrGRdpylJLamlw3BX4Gvufi8zOw14FXAu8H3gema2C3CFu1+aM26vtQdRRObu1kilGRynYWH30El+StMhMp856RQ1rOsQQgghhFiUWkXPOwLvMLPvA6cDm8zsEcC33f1CM9sP+ELuoC3z+JeZ0RU9B0ZXIgtcSwTlUrTsGCaEEEKIaVMrJelM4MyBn59SYx0pei1kjWSM3VRaUsPBiXRkSjqGpdZV0gZ2Kq8TsTpKUxNCLBPr1iklaVtG3Va1RsvE3CjG0AdrrjpzCb12gsqlpCA4Uu+gRlSghNznsVfnrtdOW2Oj1uu9Rg3U2O5jZKOBZYgEyukUYtyM2mHIJVJZN/J0uITcIuKhN+tjEt/vVXCsxrpS+zs0d6q4uaUxcMJe+1ZxGiINoRqG4zIbL6nXe2t6XVcuJdexzM+jEGIcVHMYzGwD8EngcOAQZr1hv+furzSzo4DbAT8GjnH3f12LNZQY05HGXsoILXE+ctWhSzry5ArglVBimPdKDccg9xmqFWHIfR57PU0e20lviaFZI9IZydAzHNl9LRcZ+UJMl16F21pSM8LwYuAi4P7ABe5+tJm9c94h6a7Al4H1zLondUPkyWmuw1LDWYH20ZLVqJWSNBWHJVcDYojISNzYTo2XwQhM3d+x3ashluE+CiFETWq1VX0U8BVgA7OOSV+b/+g7wC7AK9z9TDN7KPBM4HWLjJt7elpDo6BkrNzT2RJKtAhShBYERzorBXn8NVqe1tDT6LVWQQghhBDjp1aE4f8Am4F9gB8AV8y/vytwMbMUpTOBy4EbLDporyH0XEquIzK9KYqS1K4aBZC9RldqrCtyH4vS2hqrmEem37S+ltUoOaAoOX2PdFTH9r5d0gBBCDFuJNy2knXXXFNP/drM/hg4BXgycDVwibsfaWZHALcAbggcvqiA2w57b+xSujuXGobIMrSObU3LDiiRz5DSOYQQQqw1O+24Y7dW+R3/8OQu7ctz33RAsz2r2iXJ3f94/s+zt/n+K0vGy83b7tUwLokWTKU14ZRoWaMihBBCCLFWjLqt6tgKU1NE1jBE5rKPzSmJ1E6INPJT9zfVhrV0HiGEEEJsP0pJWsmoHYbcvOmxGcBDjE2oqwaRiso1DPbIQvQUG885bZTPtxBCCCH6oYUOw/Pd/XNmdiRwubu/fv7zBwPPdPcDFh1zSg7AakTWHZTsSctC1iGmohJcY+6pvBaEEEII0Y4WOgyY2f7ATZl1RcLMdgfuzazt6sLkGkOtDd0alPRYzz1Nb71freePonUh+jJHo4QQQogU69cpJWlbWugwbADuBnwQ2MfMbgC8ADgUOClivtxc9khjuqS1aKR4WFH7wwrGaW5NQK1OPS1rBUraqubuy1A6VsopmZKAlxBCCCG2nxY6DC8B3g0cBuzMTLzt5sCbgDub2b7uvl1HnylDrIZxGDlHqEBaYHvN1vtYo1d9r2Q7hBOJxgghhBCiHVUcBnd/LPyPDsOmeQ3D/YB93P29wHvnP/9ojrOQMpJyu9K0NihT691YMFZJMXSvCtg1xmpJjaJnIYQQQuShLkkraaXDgLv/I/CP2/x8/7Wcv7WhmasbMZSyMpWWspHUiIhEppwN0VKBWgghhBBia0bdVjVFVDF05BxjpETXIEWuU1TiEJXoHfRKbtpVMkolhW8hhBBCbCejdhhyFZJLCmlrFD2nUo8G5w409iJrAlJj5daVlIia1SqUTlFj/intlxBCCNEjSklaSRMdBuAPgB8BG9z9MDN7FmDATsAz3P3qRcbMNeZTp7CRJ62t055K6LG+oGScXve+RgQrcr/kSAghhBBia1roMNwP2AH4GXCWme0I7OvuB5rZIcAjgb9eZMCp95FvLdwmxkOkxogcCSGEEEJsTQsdhh2Bc9z9LWb2t8DpwKXzX70I2HPRcXONoc1nHbfmxcKbzzou+7T3mCvPXXVdqe+XzHNd177aXtYQuktdx8ZzTpOTk0mN2p1cDt3pjtk1Lze+5zNWdU5KxqoxR+pvcr9fMscQqWuMnKM1Lddccn9bPhM1nqFIxrZeSK+55XuaKGO9UpJWsO6aa65Z80nM7C+5VofhlsBL3f1dZvYu4DnAO9z9oHmE4Up3XyjCsGndHqsuPlKHIddoLokKtNQ7KKFkvZHOR2S3qRSRz0qKoXXlzh+Z9hRZ7C6EEEKsxk477titVX6XF/792hvHBXzxNb/TbM+qOAxbmOswnAZsAi4BLnL3o83sMOC2wI2Ap7j7TxYZb4e9N2YtPtfQhPjT9Nz5c4l0ZHKpUVQ+RImhG1nUnqJG7UyKofXmPndyGIQQQkQhhyGflg5DKx2GM7b5/p9GzpMr6FYr9SW3S9IQJY7BWtNrRKR1UXfq/kY6camxBqM+mXMfk7UiIYQQYpysW996Bf0x6raqNU7sc4kU9hq6jshcxamIhKX2ccjQrdE2twa5LYYhthOTcmeFEEKI6VI1JSmaVEpSjRx3sZzIaBY9oedR9Ia6rMWwDPZKzylJe724z5Skc/5kCWoYttJhOAJ4InAFcI27P9fMXgPcBFjHTIfhZ4uMGVXDUHIyHDlW6/aw6ka0ttToNlVCrmM9tF4ZA0IIIXLo2WHY+yUf69Jh+MKrH7YUNQxbdBh+DDyMWR3D581sHfAv7v5hMzse+CXgm4sMmGuIJVN8AnvV16JGC80aHaJKiFSmbkmNGoahcSJrepL1Oeq4JIQQQoyeVjoMD3H3L811GHaaOwsvAO4AfHd75+v1RLcGLaMVrYvHxUqG9Cxavh4O3emO2W2GhRBCCNGGFjoMBjzG3U8xs/cCzwT2dPd/MrODgJu4+9sXGffKq67qMmQkhBBCCCHS9JySdNeXfbxL+/JfX/XQaackuftj4X90GDYBLzezhwFfcvfNZvYEMzsYuBlw2KLjTuWkuSQiUiNdqNeUpBS9RpZqrKvXay9BEQYhhBCiL1rpMDx8m+9vqrmOHFqqMEemF41NgK5k/hRDbVVz11xS+Bu5L7lztHbihBBCCDF+Rt1WtceUpJI2h8vQhi63wDby2ocM9lwNjFrFumN7Jlru15Rai/Z631u/HoQQ06PnlKR9Xv6J7uxLgM+94iHTb6u6FuS2VU1RcpJfYuhGdqWJ7D6Ta6S0FMaDMqG7GnO0TLuKXG/J6yE1f68GsBBCiLbIYchn8g6DmRnwfuCrwL8CvwL8BPieu7/SzJ7HrJ3q7sCz3P2iRcbNFW6LNF5kCK2kxGDXCWUekc5dy73vdV1CCCHqIIchn5YOQ60ahnsDFwJXAjsAF7j70Wb2TjPbBTgA+BbwcwS0Vc2tLyg6mU6cztYqxG5Z3xA59xiF7nKpUdyc1EEYGCtXO6GEZBQjbIYy5PALIYRIsW59t75MM2o5DJ8BTga+z0zh+ZD5978D7AIc6e6fMLPHA48G3r0Wi4hMtTihQrRiiMjc/1RRcEnecu7fpPYR+kyJKjr9LtjH1DOR63ycsNe+VRys3HVFps4NESmLXZerAAAgAElEQVTyJ2dCCCHEslLLYbg7cKq7X21mnwZ2nX9/V+Bi4CXAJ4BLmIm3rQklJ71DHXZWY8jgSBpugTUMkRGO1ClwicGe7OJT8DeR5ObxF9UwpITTRtZpK5JakbiptF4WQgghWlKrhuFuwB8xizCcAvwOcDVwibsfaWZvAdYDNwSe7e6bFxk3VcOQayS1bi9ZUsCcm05Sco0tW8qOkV7b4KboVR+i131UhEEIIeLouYbhHq/8hy5rGD57xIOmXfS8VtTokhTZ/SWy539L4bZlYGzidCVE3vfIOphenSU5DEIIEYcchnxaOgxVhdtaU3KSnzTyE4ZFrTaWY6NGK9QSUuvKretoTY1na+h1kpte1Tqq13r+FCrGFkII0SNL5TCUkGtQFtUwFNDS4CkxTnOLoSMdr8G9ylxXpNFcQknRc9gcA/ckVYsytkhNa0dCjoEQQrRHXZJWUsVh2EaH4d+BOwPfA84HjgaOY6bLsBvwZHe/vMa6tlArJz/yFLhHg6ckharkxD53v0qM0xrGfw0iU9FaG9ORTOlahBBCiLWmhQ7DmcCn3P0sMzsFOB442d0/bmaHAXcFTl2LRfR62hlJrznuKXJrRCC23erYoj4tC9EjXyetIzUl9FjsX0OVO5oa9Vc1UDRICLFM1FR6/i6zLkkfYdYl6QPAd9z92fPf+XXgucBT3P1ni4wbVfQshBDXhQxEIYSIo+ei53v+yald2pdnvfgBky963lqH4XrAbd39IDN7i5ndnllU4S7AUxd1FkooOZnOFZgqGatEcTc3979EKCtyrBQt1YahjhHYUnCs5BlKUevZVitUIYQQoi9a6DCcCewPXDb/8RuB04FPzr9+k7ufvci4uRGGGu0iS+i1V31kLnvLnv9DjC3lLMXY7tUYkfMhhBBxKMKQT8sIwyR1GErap6bIPR1urXfQ+hpT5K6rpIYhMlpRQ8+itW5D7vxDBnON/PeS+o0aQoZCCCHy6dlhuNdrTuvSOD7zhfvKYSgh5TBEfrCn0jBKDMrIVJ4eiUztao364eeh/RJCCJGDHIZ8WjoMk9RhaGm8lPT8LxkrslNQpEpvitx1FYnpBbI5UGiudSQhRWjEKzFWj52FpkTJe1rJ+2PkfcyNFLWObKWQMyyEWCZa6DB8Dvh9wIEfuvvTzOxw4JbAjYEXufula7GO3GgBkDSEUtRKSepVcTiXEh2ElEhYJElDZMnz+KPotVXmEFMxEEuuo8a197ouIcTysW5dt8GPZrTQYTgLOBjYDHzOzG4J3A/4CnDRWjkLQwx96OQ6GUMn4yl16BLjv0QhOYoatRi1OkTl7lfJuqZyyl7ybKeuvZYOQ24901TulRBCCBFJLYfhM8DJzLoknQIc7O7nmtn7gHOZRRqeb2YvNLMHuHtV4bZBA6XT087cE/ASYz43deCEvfbNNtBSe19i5JfUSUQKjrU0NkvS13IN8yHnKncfW6urpxycEkquJbcYu4ZgX2TqT6Rj3Ws0StENIcQyUaut6uOZ6TBcZGZ/Dxzt7p8ys7cyS1X6A3ffaGZPAS5w9/+7yLi5XZJ6TXUY23p7ZZn3cZmvvRYyEIUQIo6ei57vc/Snuix6/vTz7z/5oudzgT81s+8zU3jeZGaPAL7t7p82s/3N7FhgA3DiWi2iV6OqdVFs6+uPosZ1lJzClrT5zT3R7VVvocbJ+BC9vuaFEEKIMVHFYZgLsT1mq2+9a5ufvyByvho59pHIqBkPkYZu63z5Gs9XMo1phM92UdOEEVGrYUNLvZKSORRZEmL5WL++2+BHMybZVjVF6kR3KJ+5hnBbybpqFDe3FJQryZcvOcmvYQS2NHhqKIJD+0hCDUpep1Mh8hpzx6qxv8twD4UQYntYKoehpFg21xAq6SQTSVHhb5BRF2mYp3QQIHYfc4tMS8TpIo3m3OLxkrGSDFx7r45B5H4JIYQQy0oLHQYH9gCuAK4BjgLeMP/VewDPcfePrcU6SozplIGY0gKo0TFlaP6SyEOUSFnR3AXh/sjoSu4+FrVo7VS4LVLgsFcxrhqOTI05IoUaU9TqABb5rKTIHavk+pSqJMR0WaeUpBXU6pL0JODhwKXAO4C/Ac4APu/ur5v/zh2Ap7r78xYdd9O6PUIW3zoHOTIPuGSOljnFy0DL+zvodHaaM5471hA1VMxz566VJpZLrRqvyPebqBS9kjlKDqCEENfSc5ek+x1zepddkv7x0N+efJekrXUYPgo8xN2/ZGZ/a2Y/5+4/Al4GHLaWi2ht6OZ+IJd8iC0zvTo4LeffeM5paf2RQKOqRg1DjX2s0SEK4vZljKfcNWoYeqyTEEKIMVPLYbg7Mx2Gq83sPsBtgC8xS0u6npntAlyRq/Kcq/jbOrQdqc4cqXacq9Jbw0gZ2sfc+Yfy1XPHKinGrpEGMXTfc42hyDSXXg3aSJGwkhSbGmk5Qgghyli3rtvgRzNa6DC8gJkOw8OAL7n79+dOxBcqrSWLlt1fhoyESLXjqGvptfA1ch+H9je3kLbkBDppUAbe9+RYgY5EpLNUa6yWastyJIQQQrSkSg3DWjH1GobW6xIxjK1WQKwtkSKKchiEEGOl5xqG+7/xjC6N4089976Tr2FYE6KKziLzV0tOKEtSQFoW4vV6OpyideQjN5VliNS1lMxRoytNisj8/shrrBEtGCI3PVAIIUQ8Em5bySQjDGM7Ve21a8pUiDzRjZxfEYbV6fVaopyMyDoJIYQYKz1HGB5w7Ke7NI5Pfc59ph1hMLM9gJcClwPfAH4V+AnwPeBI4N3zX90T+HN3f+si47Y2INaaWi0Tp76Py8CU7mGv19LylD+yZkkIIYTIpVZK0h8BFwC3Bm4AXODuR5vZO4FbuPvBZnZz4LXA8YsOGnUS2To9okSNtuUpbGRqVa1+/ClKug6lyFWzjiRSo6Blof8yUPI8pP5G7UCFECIeCbetpJbDcHtmjsD5zKIKh8y//x1gl/n/XwAc4+7bHQbKNaZbK8vmqkm3JnmNe+1bRR8i1ADPNfIL2qr2mmKTWlfJ89gyvap19Kxlyllk+2EhhBAiRS2H4TvMNBd+BJwJ7Dr//q7AxWZ2fWB3d/9yzqC54fixncYNndgn234WzNNyX1JRlFrGTq6DV9JWNfJe5UapSsYq2fvIlrK5c5RojNSgxrM9tvc0IYQQ46SWw3D0/L//Bl4DHGhmfwac5+6XmNmewNdzB63Rm7yG3kFJx6PcdUUKjrUm8r637u0fRa99+mt0XCoZK3JfWnabGqL1vRdCiLGyQSlJK1iqLkljSw1pXfSsXPYYIusLcucYGifXUS257yXryn3uauzv0DxR9wryHf6S65AjIYTogZ67JD3kuDO7NI4/8Yx7NduzUTsMO+y9MWTxtQyOXCLXFZnnXaNOIZKSSE0kU3pWcscSa0vJvVJnJSFED8hhyKelwzBq4bYa9Fo0mWso9GrQ1eiSVJKO1avRHFkQnEuvz9AQvUYVhRBC9ItSklbSQofhPHc/zsyOBC5399eb2bMAA3YCnuHuVy8yblRovYbacMk8kUqxkUSmpkTuY61C2hQ1VHoj601yr32osLlG3VDLlsFD5K63dUG/CqWFEELk0kKH4Z/MbH/gpsDlZrYjsK+7H2hmhwCPBP56kUFr5NKXtDOMIlLXoHXrydQcud11IL8daMn1lYyV3OMK+1uUWhXYZjh3/sF7EpgiF/lsJ2soEr+f+5yWUPI89logL4QQol9a6DD8FfB54IPAPsDNgEvnv3cRM7Xn7SL3gy+yfWlJ+kvJSWSyV36FFIwa0ZUa4myQXlfkPem1eDyyuLiGWGLJPkYawS3vY2SEThEGIYQYRilJK2mhw/BQ4L+Aw4CdgQ8wcxoAdmPmNGwX2cbpwM+y0w0KesKn1jt0Hak1R0YYIk9IW4rQDa03ta7I9rQlUZQUuZ2NhtYb2XUo11EdfIYCIx+519hrbUOJkGAuKoYWQgiRooUOw/7u/gkzux+wj7tfaGZnmdmbgRsBT1l00BonfrkGRGR+f0l3n16VllP3qsT5yDWOh/YxN8970KjKnL/kZDz5NwXXHunI9Gpop4h8hmtEGCLnHluXMyGEEO0ZdVvVK6+6as0X31JIqVaqRY85zb1ee6/rEqvT4z6WpECmiHQ6axSuQ6zuS43GF1N5zdV6Vlq+5np8vYs0PbdVfeQ7/rlL4/hvn/yb0mEooYbDkKKGumtJvnxkZxa9+fZHpPJ4DfQMrWQZjFMhhLgu5DDk09JhGLUOQw1jpGVBY9FJZOJvSk78loFeDfDks11hXZGvq2WOurQ+ne312RZCCDE+qkQYttVhAH5r/qN9gbsAhzLTYLgNcLC7X7nIuLlKz60diciUpKg5IomsR6hFS6ezZYi+1vyR1EgPnNJ+5bLM1y6EqE/PEYZHnfDZLiMMJ228x+QjDP9Lh2Eu3PY44BR3v9TMHgucAfxsUWehhBrtIkuINIQiTzVTpMYqKdKOPAWtcaI62LkqUIch6pmIvO9Dr5Pcwu5abVVz54j+m1xqFFbL+BdCCJFLCx2G95nZQcBj3P0RZnY94MnufqqZvdTM7uvuZ6zFIoo+KDNrBUo6kNToIFTCVAyLoX1Mpfgku1ANzBPZUStKSyTy2mtFgyKN5sjXVg0tkxpq8DXGEkIIMS1a6DBczUzN+QPzn92FmTbDqcz0GX5heycLTf3JNBJKjKqW+epD5J70ltRc5LY1HSKy4LvkPuaK+UUa4L2OVfKsRN7HFCWtblOUCOAlRf4y1xXpdNZKSWrpkLZ2hnMpiWiGfgZVSN2rcRAw5OznjtXrszLE2Oq/euB6Em5bQa0ahj2BlzPTYfgb4IHA2939P8zs+sC7gMuY1TE83d1/usi4LbskLTORegfL/IY1thqV1rTeLz3DQggRR881DI8+8V+6tC8/8MS7q61qCVEOQ+tiv5LaipanHFMynFqmgAixLbnOeK00rTGeqgoh+kYOQz4tHYZJtlVNEalFEElRPnOmYVEjBaTWCXCug1Vi7NTIo69RwxBp6LUWHCsZa2y0TEOUUyCEEDM2KCVpBZOMMOjUeG2ZUm7nMtNrpEhtaIUQYvr0HGF43LvP7tI4fv8T7jbtCIOZPR24F7MahVsBDwdOAn7X3S8zsx2ANwCnu/uHFh23xklzbjeVyOKqobFS11jSvSm3+8tQp6AUuU5GSRebSGrsYyQl3blSBf0lz2MNarQWjWxDmyL0tVhw30vuo5wlIYRYbqo4DO7+VuCtZnYM8ALgcOAHW/3KM4A19+aKDKFAIynp4CR+v8gITFBiJOTOP9jRI/dvllh9uoTINr9jc5ZKaJnGFHkQMLZ9F0KIMaCUpJVUq2EwszsDP3X3rwPPM7MTt/zM3d9oZk/MHTMqz7uEGgJLQ0SeREalEg21Qs3d+6F72/IEfGivTigoXi+ZZzWK6gsCU8tyr73EaC4hsraiRuQyNVbqtdVam0IIIcRyUK2GwczeDBzl7t+ef30i8Dx3v2z+9ROBK3JSkqJqGHqlVupCjTSIqLlrzV9iHNZQKK5BrTSXGuReS6/XkaLXqE8thfGoa1TKlRD16bmG4fHv/VyXNQzvOXifadcwzLn1FmdhrRlbd58aBmXJyXgN4acSgbZIck9uU3sFde5jDV2ByBaeKWq8fob+poTWRderUeN1HU2oAF/YSEIIcS0b1q9vvYTumGSXpCF67MBSYvC0/tCfCmPb32Xu4tP62ls7H+r+JoSYEj1HGJ74/s93aRyf+LjfkHBbCZvW7bHq4nN1BVqnhrRMsRn6m7FRo8A3MoWqJL0pReSzHXntUyJqj3tN+ZKDIYSoiRyGfFo6DKMWbsultfEUmU8d6WTkzlEi9BZZqJx77SVpG5EGWrLDTaCjmtrfoRa4y+AAjM35iTzsyL321hEcIYToBXVJWkmVCMO2Ogzufg8zOxK4HHgPMw0GgHsAz3H3jy0y7g57b+zSAxR90WvxeCRjM4yXmV6foSHkMAghouk5wvCkv/pCl/blOx+z97QjDNvqMJjZ/sBNgcvd/RLgYDO7A/DURZ0F6DfFKEWkcFsurY2UlgXBke0ia3V1yp0nt3VqyRy1am16ff1GRdxKnsdIh1BtVYUQQuRSXYeBmUDb3YAPAvts9SsvAw7LGTNX6TlFLUXlXOG2SGo5HylKUmZyKdnf1i1iU4Slk+y1b3Ks3GsfNCgzVaOHSN2v1mmAuQxde6TQXorUWHIMhBBiGKUkraS6DgPwROC2wM7z/w5i5ki83N2fnjOmUpKEEGLtUUqSECKanlOSnvrX53RpX/757+017ZSkOVt0GF4NYGb3A/Zx92+Z2X7AF3IHnPqHWIl6b0nUJSqlYqi4ODftqvW9LUmxKdmXtabklLvXvU9RK+0pKi2o5BlKMTR3DT0aIYQQy8Go26rmKj3XEouqQY/Gac/UcFhaGrqRz2Okk1FLFLEGNfa+xOFPveb1HiGE6JmeIwxP/9AXuzSO3/p/7iIdhhJqpCS17Mcf2TIxsmC1pEi7RIsgRaRidssc9xpERpZ6fR6X+WS85P6WvKf16sQJIcaLHIZ8WjoMo9ZhyDVCSwzdGv34U51sNhcY06ne/iUFq8k5Gp7Kl1BinEaOVWNfahiBtYz8yHWlqBH5iIwW5M4xNE+NgmshhBDToorDsI0Owx7AOcAVwDXu/lwzOxy4JXBj4EXufuki4+YKYqUM8GMWmWwblvlUM5ISYy/l/BR1fwl0fmrkjOcadbUcnNw5Iv8m0iEcImqswQOKzHtSy4kreY8UQoixsmFdt8GPZlRNSZrrMLwV+EfgDODzwLuAvwC+Alzp7kcsOt6mdXtkLb7XdJIaolutdRiWmZJ0rBoRhhpjiZWM8bWolCQhRDQ9pyQ966R/6zIl6c2P+vXp1zDMdRiewOyw6hfd/Utm9rfA64BD3f0gM3shcLa7n7rImKmi55ZEplq0pteC7xos87WLadAyTWwZ0HtEO7T300AOQz4tHYaaNQxPY6bD8FjgXOBLzNKSrgB+MP+d7wIbFh1wmd80ctNvSoqLc/expA1sjbF67dTTMo++ZI5Ig7J1J6YUrdOxUkSmyCmdMoZl+JzpFe29WGsk3LaSmhGGk939ADPbA/gz4ALgQnd/rZm9lll9wwbgue7+k0XGTKUk5Yb1W6cI1EgnGaLXNIgUY0uZGds9ab2/redfViKLsYUQ4rroOcLwh3/zpS4jDG/63TtPPyVpLchtq1qrO0kuNU5Lagl4RUY+auga5M4d6Vy2FhwrMQJLOo2tRq/dpmoVUOcS2R53iGWO2goh6iKHIZ+WDsMk26qmGNI7SHUnyaXWB2tRR6AKRDlem886rksjZej6Us9QSYShVxG41PVHvX4gf78iU6VqjBX9XEd2MOrxNSeEELVRStJKRu0wRIXJhz4ko05UhyiZI9UitsRISRl7UYJuEBvB6dWoKdmX3LFqnHIXrbdAfDBFbrvkIVpGqWqoX7eOOAkhhFgOqqQkmdlewLPnX34a+HvgJOB33f0yM9sBeANwurt/aNFxe+ySVIteBcdEX7Q2Tnt9hvTMCyFEW3pOSTrs5C93aV/+6QF3mnxK0j7A3sy6IH0dOJxrOyMBPAPIvjkt0zZKiEqhKhkrUuk5NVbkCWWtlKuhNLXVKIlG5c5RQup5GFIL7zVa0bJL0thSkmp1m5IjJYRYJq6nlKQV1HIYvgLcb/7vv3D3R5nZiVt+6O5vNLMn5g5a40Os1w/KyDalkak0UbROj1jmZytFpMM95PDWSAuqkWoYSXIfB/4mdx/H9jwKIYSoR62UpJOBxzPTXPiwuz9y7jA8z90vm//OE4ErclKSUl2Sck/fWysql7SRbNl6sqSIN0Wtvc8l914N/U0NIlu3qq3pNIh8H5QzIYSIpueUpMP/7itdpiS97uF7Tj4l6XjgRODy+b9D6FHEauhkPNXNJHXaWfIhHdkxJUXkPtZY7xCRaSO511JDCK3keYz6fRhfrUDJPamRGllyf3P3PrLTlRBCjBl1SVrJqHUYplL0HFkTUGKg1eh7X5L2lHsCXlIrUKPtZklqV42UrJbGfK1i7MhoSY0Diqi5S1ANgxCiJj1HGF50yr93aV8etd+vSbithCil59ZEpiSVEKWMXSuFqteUqJb0mpI0NpXrGkSKsNUSk5PDIISIRg5DPnIYCslVeo5MBWht1ESesufOkSLSoBw6YY8sxq7RSSYy6tOSsa23FjWM+RqNCWq9p8n5EEJA3w7DSz/21S6N4yMf9qvTdhhW0WF4JuDAD4EjmGkwANwDeI67f2yRcXMdhhStT6wjUy1KUll67IbUq5J1r4XoKSKL8EsYW/F4r9R4vfe6770+K3J8hNg+5DDk09JhaKHD8A1gHbAZ+Jy7XwIcbGZ3AJ66qLMwROQb+di0HorGyjxlLyHXAWjdVjXFUGFoas2pv4msK2ktqpY7/9D9zS2+bb2PNUgZxkOF6MlrqXCoUcuYbt00QQghloVaEYZ7MtNiADgZeLq7n2tm72PWWvViM3sPcJi7X7rouC0jDK1P42qcZkeeNOfSun6jddQpilptfsXa0rpuKJKpvLZEHjWaaIhx0XOE4eWfOLfLCMMrHnLHyUcYXsi1OgxXArsC5wLfB65nZrsw02BY2FkooUZxcclpZ2vjPzVPDWM6edJcoXvSdc2Ti4wXsVZEvhZbOxKR0UNFGKaNHAMh+qGFDsN7gE1m9gjg2+5+oZntB3xhrReRW+AK+SkKkS0eW+fuRqZtpK6lpKVsbspKZOvWISKLxFs7kRG/D/0+2y1pGbmD2P1tnYIpg1IIIeow6i5Jy9xWNWqO6HnESmqkvEXe3xptVVuPVUKP6uqt3yNqPNtyCoSYJj2nJL3yH7xL4/iIB9m0uyStFT0Ktw2dZvdayJtLpNBcr/OXdJJpqTweScn+tn4mUvQoTicDeO1Z5r1vLd4pFidSCLT1e20JchjykcNQyNiKnlumrIyxvWYNIgt/ezyBHqLltSvilUekDkPLdEaQcSqEmCGHIZ+WDkOVGgYzuxfwfOBC4CPAAcBPgO+5+yvN7EjgxsCtmHVK+sZarKN10XON/ueRdQeRGgmRQnO596Sk6LlXByfSqMouGC2oBWlNjahPJJH3t+X7Sut97DGyBLGHCr0+21Hv9eqqJFqyYX23vkwzarVVPRY43t3/3cz+GzjK3Y82s3cCLwXu7e4fNLMDgZu6+zsXGTcqwjBEjRzsFCWOTImRH5kv33KOkrmnfjI+tvUuA5FNFpa9bW6UIViSGjIlZGiLFvQcYXj1qf/RZYThJQ+4w7RTkszsdsCrgEuYqTw/wd3/0sxeDXzQ3c8xs92BPwGe5u5XLDJujzUMy/DBE5lD2Wsef6/kfrCXOIol+5sbPev1Hvb6+q1RUxNJSRRyjDnYQohy5DDk09JhqNVWdTfgcODbwF2Y6TAw///FZnZ/4CBmSs8/rLSm7aLkRCbX0O7VeCn5YE9d++bAtKcatL4nuXNEtqctmSc1xxibA0Spvhc5yQV6JS2LIyMPD3p1LoUQ00UpSSupGWF4DXAVMx2GA4GrmUUc3gJ8Ffjk/Nff7+5/v8i4uSlJ+uDJQx/gKykxdBVFyUPP3Up0Yi+EmBo9Rxhe86mvdRlheOH9bz/tlKS1YmxdklKUnESOrSNPihq1ICWMrYYhsth+SjnuIoYaz8QyO4RCLCNyGPJp6TDUSknqghLDPPU3qVSLWh96qdPD7M43gYxxHyNrAnrtWpKbLlTybNW4ltZdU3LHiows1Yi6DK039xlqbfy3fB5r3Pehv0lRMpaifWJZUUrSShRhoN6p8VROxlu3Fs0lsm3u2BSKe9XfGCORBmIUrds4RyIjVIjloucIw9Gnf71L4/j5v327aUcYttFh+CTwGOB7wPnu/jozOxy4JTMthhe5+6XbM19kz/9II6HX1qK5RObqt6ZGSkWvBdy51Eo/iWwO0KOzFunAltTUpKICJc5lyTOv2gohhBgftVKSHg28eK7DcBrwEnc/y8xOMbN3AfcDvgJclOMsRJ1IlRjmvQoAlVxLjQ/wGuHzFJHGy9C6arQWTc2f6yRD2nBs3Qo18nlsmUoTmTZYIzWkxqGCEEKMAaUkraSWw3As8Cozu4SZwvNnzeyDwHnALwM/dPfnm9kLzewB7n7qIoO2zuvNpUZKQ8mHfq7xlGu0Fv3NwHVEntjXEMoqIerZHtyrCjoMNaICkUJoNU7Ge3WGS6jx/iiEEKI9tdqq3hf4BjMdhk8y01v4upm9BXgjszSkjWb2FOACd/+/i4y7ad0eIYsf+mDNNU4jNQoi1xVJiZp0yd9EjdXrPvZK6/vbK1HXGPkeUTJPr/dEUQkhloueaxj+9NP/2WUNw2H3+ZVpt1XdRofh74D/A1w2//GzmCk87wRsAJ7r7j9ZZNwopefWp52tT9aiTgkjT6aHaJky0/pEN5KWEbrWz3xLanW+yaV1FyohxHLRs8PwpjPP69Jh+MN73XahPTOzmwNvAn4InOLuJ2/1swcDz3T3A3LmHnWXpCiHIVKMK7KYs4SW6q5TYhn2MUq5eGis1kWxNepKhBBC5COHIZ/jNj7spsBNVvnR5e5++ZYvzOyVwN+5+9lmdoq77zf//u7Ak4DfcPf9c+YetQ5D1OnaxoGfJQ2bhMExuKbE36RqCIbIjXxEzlGDyE4yofMPGLo9tqsc3KvMtqolr7dk7UrB35QwNE/U3D12Yhqav7UwX0mBvhBCCACeC7x8le+/Avjjrb7eBfjW1r9gZjcAXgAcCpyUO/GoHYZlJrJFa9LJCOzT36MxDf2uq0d6Vbkeosa6Wl57UZODxvcq91BDUR8hRG067pL0RuDEVb5/+TZfXwjsCly81ffuD2xJVbqzme3r7gsbdLVqGLbWYfgIcMj8R/sCdwE2A28ATnf3Dy06biolaRnyaiO70kxpX6KITElq+TwOpTjhOWQAACAASURBVP5Mpbf+MncdGnLipnJPhBDTpOeUpDef9Y0uU5Kedc9fXrSGYVfgaGadST8MPNjdn73Vzz+am5JUy2E4Fjh+rsPwYXc/0MweB1zj7n9pZs8FbgucEeEwLAPLkGNfg5bGfGujKrLuIEWvz2NJ6tHUDd3Wz6MQYrmQw5DPog7DWlCzS9KrgEuAXwX2B05y90ds9TtPBK7IcRh22HtjyOJbp1rUyCmOzHXOHWdorJJrjFxX5NytUz1Wo9f19rou0R9yVoSYJj07DG/95/O7dBie/pt7NNuzWjUMuwGHM9Nh+FvgkcAHtnfQGh8kKVXWGifTJYqwLecZGif3dDqy21StfayRgx353NXal1x6XdfYqJG2uAzpn5HXuAz7JYSYJrUchouY2QFXAW8BHgi8fa0mi+yykiJStbnk9D2y00hLHYYUJd2mhjoYpahxmp3b2jNyjqHnIVd9e9lP/qOM5si6kiFSY5U4ZLnX2FofIpLI+VtfixBClFLFYXD3rzMTa9vCJ1b5nRNzx0198G4uOEHLpYZTUtKNKNcIBNIGeNDckXMMMTaDtkTXIJdDd7rjZPalxmtuiLAWy3vtm3w95r7mQ1vQFqSJpfZkqJ3t2J5HIcTysX5dt9lSzRi1cFtuDUOvJ6e91jCUjJVLjRqGEkrqOlo/R6vRa5/+XtfVK021RxqjU3khpknPNQxv++wFXRrHT7vH7tMuel4rNq3bI2vxLdN1IP+Db2juXOMp8jS7WupR5vy9do6KvMYa6S+5aypZ1xAtW9q2TGccmr9Gvnzk+80Qy1wPIYS4FjkM+UzSYTCzvZn1gH0Q8GfMesF+z91faWbrmeky/MzdX29m9wOePv+do939i4vMkeswpGh9slZDCE0nuu1oeX9rda6qMUdrwcCo7lytI3Qpaim797jmXpXla92TFJGR1tbXUoMa0fpIJ701PTsM7/iXPh2GJ9+9ncOwJjUMZnZbYD/gp8yU5S5w96PN7J1mtgvwYODnuVaZ7gbAk4A7AQcACzkMQgjRK8tgIC0zYzOMSyJ0JQXyy9zlrMa1L/P+irasaUqSmX0UeD/XCrS9Gvigu58zjyrs4+6vn//uPYC3As929zMXGT9X6blXItMjWqempOj1nkSmR7S8xl4LhaeE9rgNvZ6OCiG2D0UY8plchGEbLgTuNv/3rsDF2/6Cmd0HOAu4O/AR4HcWGbikQ0cuNVJ/cruvDM2T7JKUHCmfWq1jc8cqIfdaSvK8U5S0PE1Ro1tNrYLvqafClexjr4cKNQ4ohBCiNuvXd+vLNKOGw/AZ4GAz+zPgPHe/ZJXf2Rk4Efh/wLsXHbjH3PuSOXpdVy4lhnyv4fsScp/HWsZeFJH1EL06H0PrahlJKDlUyCVy31sfBAghhIhl1F2SemyrWitlpYaBVrJfuQZt6wLIXk/Zc4lcV+tT414jDK3FGqMY2/vg0LPdugOaEKKcnlOSTvjcN7s0jjfuc5vpdUmqQapLUo+RB7G8jK0bkRDbSy3HWvUNQoyXnh2Gd/3rhV0ax4fc9dZyGEpIFT0vAzV6ltfQZ+i193qv6+qVXvVKatwvPSsrGYpGKSoghAA5DCW0dBjWrIbhOnQYjgJuB/yYa7uEPQ24Cjjd3U9aZI5kge85p3V7srrayVtJGlGqmLX1nmQXBe+176rfv/E9nxGaRpUyUkqKmHPTq1qf/kdpNJyw176DRnBUmtyhO90xbG+iHZnVxku9tkpei5vPOm7V5+uYK89d9fsnJF4/W/4mZ72p61tkzan5V6PGPRn6fmp/hxy/yLFy/mbonpRce+RYQwKLUfckkmV37FN7H/X7YvqsSYRhrsPwOODewOuAu27RYQBewqyw+cvA+vnXbwe+AuwBvNrdz19knqgIQ63TsLEpEevNoT8ilZ5bP3diJTVei72+DwkhloueIwzv+fy3uowwPP43bjXNlKSUDgNwQ3c/08weCvw68FjggcwE3I5y90MWGT+36DlFSYHeMhjTy3zty0zrdLden68aKXpCCLEsyGHIp6XD0EqH4RDgTGZKzzcAvgP8EPhRxISROdBRaSlDlHRfadnGssSgjNyvyPaLNSJIKXoteq4hzNdrN7ESxiboNsYUudyxFC0RQmwPG7p1ZdpRI8LwcOB44GrgEnc/0syOAG4B3BA4HNgT2MTMYTjW3c9ZZPxUSlKucTrGk9PIU+CoNJcxfkhHXsvYIjJD+eqrUev+tiygHiL3/rZML4I69ytSSySSsb0WhVhGeo4wvP8LfUYYHrf3RFOS1pqolKQa/fujiTxlj9IiqCXslUstrYdeIwY97n2vehZjo9fXyTLQOlIzFWpFG1PkvoZKdIhqMEbV9+OvOV8OQyZyGArJ1WHolbF98NRQZC15U64hoNWrodtS66HWPL2+HlpSS5AxkpbzK8IgRD/0HGH4qy9+u0vj+DF3+SU5DCWkHIZcWhsivSoUtzYspkLL+xsZ9SmhRqRkiNZK4mvNGK+v5fPVOt1OCHEtchjyaekwtNJheBWwG7NC5yPc/XIzuxHwL8B93f2ytVrXavSs2xDFUL/2klDiVBhbwWouvT7bva4L4l4PQ0Zo1Gsrch+H3iNqEJmaknsdh+50RzkNQggxwJo4DHMdhv2AnwL3By7YosNgZrsA93T3B5rZ3YGnA0cBrwDOW4v1XBe9Gi7RpK7zhFTx61ouphOm4hikaP1st54/l43nnBZmzNdwuMcYYUjR8rUoZ0EIsTXr13Ub/GhGKx2GuzCLPHyDWaek85lFFzYBz1s0wpDbJankQ2FKHYFyUaeRadNSb0HPUB7ax9VZ5vdnIcZOzylJf/1vF3WZkvR7v77b9FKStmI1HYY7ufvBZvZg4I7A/sCvAfcE/hB42SIDJ0+kMk/Shz50Iz94otoyRpOav4YxUvKBn/s3tVpP1mgHmtsyePDUOPE3rVtlTj3q0ytj3PfNidevRPaEECKWVjoMzwD2ZhZdeLq7b57//olkRBhSRc8tT5ciO/VEagEMGY6peSIdnLGdWvdqNLd04mqJwOVS8ty1fIZKXovLTOvXohBibeg5wnDSl/qMMDzqzu0iDKPukhSlw9Ca1rnDY8szT9FrV6deuyT1SksNipKxUpR0qCoZK4rWndRatwaWsyZEXeQw5COHoZAoh6GGOnLP1FD87TVFoKUab6SBUjJH5LXXuMYa6uZD5M7T+j2i1yhKpAPQMoJUg1pRWyFaIIchHzkMhdRwGCLTMyJpeaLc+iQwlxKjeWz0quXRK63rhqJYhveuGs+djG8h6tOzw/A3X764S+P4d++06/Qchi06DPP2qbcATgJ+d0t9wrzg+ZnufsD8692AM9z9dovOkeqSFMnYunC0Xm+vp+k9ztErtYrERQy5z2qNU+tlPxmfSoQjReT9HRpLQnvTRg5DPi0dhho6DACHAz/Y6ue7A/cGNsy/vj7wYmbtVRemxpvy2N6YWq83d/5eDfPW80eliZUY/72mEdVgjIbu1O9XawenZO6Wxf6R0bMaHfR6fV0JIf43a94lyd33n//7ROB5zByHY4BDgZPcff+58vNfAMdu+f1FSKUk9RjyLiFS+bQGtfaxdZF4itapHqsRWcg6RI/Xvuz0Wgjf4/uzjFYh6tNzhOEj//6dLiMMj/i1XaYVYbgO7g/cHHgTcGczezSwD7Dz/OtN7n789kxQwzitMUdJqLbGh26vBnuKkm41kca0EGtFr4cdQ+Suq8Z1RLbD7nXflxk5hEJsP9UdBnf/OPBx+J8IxAeAD2z19XY5C5D/5lCUtpH4/Vo94YfWvBpDaQupa8mdezA1IjDPOjcFI/f6hv5maN9b6jBERpxK7kmKsXUgq5GbXct4KRGqbEkNDZkUoWmsYSMJIUQ/jLpLUqroucaHRaTxVNLNJNdwLDmJzF1vCSX515HOUqRqdI2TxUhnWClJ4yfydd1jmiP0m5pZEmEY2973Sq9Or8ij55Skj371ki6N4/1/9ZbT65JUgxpdkiLJPXGs1a2m1xPdXKaitCziyHXGxxYREUKIsSKHIR85DIVE6TBEnqhG5rjXKhSOUnFd9vz+Hk/Ze81x73VdY2MZokGtnxU5fkKsDXIY8mnpMKxZDUNKh4FZK9U3zH/tHsBz5v9+OLAeeK+7f2Yt1hT5xp/KDy75AEt9IJbk7qaITCNKccJe+4bWaZSkV+VSQ3U2UoW5tUBb1By1jNYaLSZrFMxGpuVERlHG5rD0mt4khOiLDd26Mu1YkwjDXIfhccC93f2hZvZ64NeAJ2wl3HYH4Knu/jwzOxn4IrPuSS919/9eZJ6oCENrIrttTMWgrIU6nSxO65NekYee7RgUYRBibeg5wvCxc/uMMDzsjhOLMLj7ecCRZvbR+dfPm+swbM3LgMPm//414PeAvZnpM7xskXkiT3SjiOyyUqvbRo15xtY5pGS9vYrQpQjNva9w7ZHdxHqtYagiRhk2Ur9ECR8KIYSY0UKHATPbBbjC3S+df+tC4Grgu8zVnxchaZwnjIGSNoORYeqWrTIjKYkw5HYdikzXKRmrpBA9ZYSmnrsScq+x1jPUshXr4ByBp+m511LjvWOIGmlPkZ2CcuceInIORRiEWD7Wr+s2+NGMJg4DcFfgC1t9/TbgXcDPgCMWHSTXcE19iEV+sEfWHUSOVUJqXyJPZyOvI2mkDBj5G8Nmb9tVKnVqXJJGVFLvEpnmkpy/Qn5/665dNRy81jVAJW2kU0QdtsgpEEKIYUbdJWnTuj1WXXxU159ajK2GoVd6vb81Ikhji1ItM1OqBen1NReJnAkh1oaeaxg+4f/VpXH8ELvFtGoYapE6nc5NASk5oYz8EEmduJWsq0RwLJeSa69xqphiKGc78iSy5Vhjo4ZmRvQ8JfOvxlBULTdtsrX6dsl7cI1OanKghRDbw4b13foyzZhkhCGX1qdhJbn3uQZ4DR2G1vS63sjaitw5er321hojJUQqtU+F1ulNudSouRBCLEbPEYZPfu3SLo3jB95+5+kJt23RYQB+n9kh72bgp+7+bDN7FmDATsAzgPsDLwG+CXzc3d+7yByptqpje4OfklLs2DoFpWh9HVN6JkRfjK2rkxBimshhyKelw7AmKUlzHYb9gJ8CtwBe5e5fNbMPm9kvAPu6+4FmdgjwSODOwDeYdUr67PbOXyPsXEP8aJTh8wqdgqpQUEAdGanJTanoNcKQYpnTsWpRK+0r9/d7TBeSgyOE2BplJK1kTVOSzOyj7r7//N+PA24NvAd4ubs/zcweBOwJnA44sCPwdnd/1CLjT124bYheDUGxkmW+v2NzZIZoeS1T2sdcIlPOlJIkRD/0HGE47et9Rhj2vd0EU5Jg5jAADwdeBfyHu7/bzK4PvN/dD5pHGK4EdgHezqyt6l+5+4GLjJ/bJSmSZf4AL0H7JaaKnu1pI4dBiLVBDkM+LR2GGl2S/gD4XeALZvZgYBNwlpm9GbgR8BTgwcCfM0thel2FNW03tYo2c4kseo4kqqPVEL2e5Pda9NzyuRujMV0i5hdFjdbLY7wnQgixFmyQcNsKRt0l6cqrrhrv4sUgrVtlti56TtGyyHTIMI7cFxXlrqSkE9PYrlEIsVz0HGE4/T8v69K+/O1fufk0U5LWmlRKUsp4iezzHUnk6XCvEYbcU/aSfS85yU/RunC+ZVvV1pGaHotioY6qcA1dgZZCgiXztH5/luMlxNoghyEfOQyFKMIghBBCCDE+enYYPn3ed7u0L+9z21+cXg3DkA7D/OcPBp7p7gfMv94NOMPdb7dWa6qRnhCZSlMrLSfyxC+K1ilJvaay9LqusRG5j72mC/X6rNRI96ulgC2EEMtCCx2GHYBdgXsDG+a/f33gxcD5OfNEhaMjw9pD6Ry5PfSTWgDkf+hGpvjUKPIsufYa87fuL5+r2RGZitY6NSSSUO2TgnSslqmOkcZ0ibO0MXPuMdbOCCHE1FgTh8HdzwOOnOswfAn+R4fhs8A64AXAocBJ8z85AvhT4Ni1WM91UWJUlXyIpDoCRXYQijREWnZNGdrfSIchd+8jOwsNESXcNmRQ5V7j4L5XeFYiHbKS13WUQTnGWoEUkTVTqedxc0E3sdxnRU6BEGJrNqxvvYL+WPO2qma2jmt1GF5rZg8Fbg68CbizmT0a2AfYef71Jnc/fpGxoz6oS4yq1h88Y2uBGGnsRUZRjgmae2j+Gt19Ur9f4nRG7m8krVMKa9DS+Sih5HVdIxJXQ5laCCGWiRrCbR8G/gj4wvzbm9z9ii0/36IEvdrX10Wu0nPJB1Vu95laaRuRJ2gl6SyrMWRMR+YtR623hNYdl2oYxzW6JE0pvSmXGlGMobFa6zBERc+gzyhoyedJ5PvK2DpqlSAnbhr0XPT8T+f3WfT8W3u0K3oedZekXIchxdAHUmSObEm+b4oaDkOKSMM8tb810o4gf7+G1tVj1KeGowj9RiUic+9bUvI85r53tXZsI9+7ZFAK0T89Owz/fMF/d2kc/+buN5PDUEKqrWqNguAaJ72RefyRp/81Tqoiu9XUOL0bosT5idQSSRHpKEYap5GvrdxnosQAbzlHLcX5klqFFC2dy8gTfiHE9iGHIR85DIVEpSQN0WPLUYg18luextU4ISwx2COLOXtVKG7pfNR65lqeQLc+MY9MWWkp9iZxNiGmiRyGfFo6DNV1GIAjgTfMf+0ewHOAHwBPZtZB6VXu/vVF5ohKjSn5oIxMmanRJrSWAZ7rsJTcw1xDqOT0sKRYOPJZyW092TpKljtHZNQlkpL88xRD3X1y5yiJnuXufUk3okiV+hrrUiRBCLEIG9Z168s0Y00iDHMdhscx01p4PjPBtq+a2YeBx7j71WZ2B+Cp7v48M/sIcCDwS8AL3H0h6yeVklQjL731idTYTqBbMsY+7lFj1br2ltQSS4yaI3L+krTFqT/zQohx0HOE4exvfq/LCMPdbnPTaaYkbd31aK7DcGt3f+386/cAh7n7pWb2d+7+8LmA2wfd/ZGLjB9V9FyjAwn0WxiaS2R3kBQlKrklBlJkdKfHgtnI9JdaAoc19rF1p6AolkGYr+Q9tUaDCSHE9iGHIZ9JOwzAw7lWh+Hd8+/vArzc3Z8+//pDwKOBW5ERYajRVjWSyNPOyE5FUYZF62LOyHagveZ5p6hx7ZG1IGIatH5PjUKdmISoT88Ow79eeHmXDsNdb32TSTsMK3QYgN8Gfsnd/3z+e/sCjwd+Djjc3S9YZPxUSpJYSY2i51qpIfqgXpxlSEmaEjJOhRDLghyGfCbrMKw1U+mSVHLK3mOEoRZj0w+okf5SUuTZMiVpjExlXyKfx2VIX0vR+n1QiLEjhyEfOQyFRNUwCCGEEDnIYRBi++jZYTjn2306DHv9UjuHYc3aqvbI2E4Iey1CTFFLTbpGl5cUvZ521ogwDNHj89grka+TWmNFzSGEEGKcrFmEYSsdhkcA7wS+B5zv7q8zs2cBBuwEPAO4M/A04CrgdHc/aZE5anRJqqGwWkJuWkGk4FgN3YhalKjxpqjxTER2qMp9VkpS5CKfx0iWoUtSLr1ee+tnJYUiDEJsH4ow5NMywlBDh2EjsLu7n2VmpwCPAt7v7gea2SHAlcAjga8AewCvdvfzF5knt+i5dSvUGuJpvX7op2itYJuiVqvdFC31PyL795fsfa4x39pw6zVSM7ZnJUXr91oVoguxNvTsMPzbRZu7dBh+fbcbT8th2MIWHQYzWw98APgOcBSzlqpPM7MHAXsChwAPBG4AHOXuhywyvrokCSGEEEKMDzkM+bR0GNa8hsHMbgXs6O4HmdlbgBsCN5v/eDfgImaOxA+BH+WMHZUa0/pUPvIEumSOyNQUsZKW9zcyjaiEyDlq7GPk/CXpWLnUur7Ia2l5T1KUvE7UllgIsUzUKHr+MXCMmV02//o84CwzezNwI+ApwH8BJzJzGI6psCaxFZEGjBBjZhleCyXXWGNfxrb3U6rlShFZgzS2+1tCbgpzZG2hiGVdt7GPdoy6reqmdXusuvheT8CjTiiHxqqVZ74atYrHez2hTdG6V32KyGL3XvdxKlGySHX1yJqASEMohYqehZgmPackfeniPlOS7rzrRGsY1prcGoaSE6Eawl6RYm+RDkPLD8RelZ4jDbSWRakQexpWIz2jZB9rtP1sqWLe6+ukZF0tn7te91GIKSOHIR85DIXktlVtXSsQNcfQPD3mBy87LduEDtEyx77WCXTuHL2eZqcYW7QN2r6vRF6jHAkhto+eHYavXPz9Lo3jPXf9hek5DEM6DPOfPxh4prsfYGbHMiuE3gM4091fsMgcuQ5Dr2/wJSenNdoZlpAbxamx3pJTdtEfPUbCatH62iPnn3p0VAixGHIY8pmcwzCkw+Du+5nZ7sCTgN9w9/3nf7Mj8A7gSe7+40XmUVtVIURraigqLwMt9SxK0tqk9SDE9iGHIZ/JOQxbSOgwPI9ZJ6RDgZO2chieDZzn7qcsOn5UhKGWqm/um3+tLhw1WnhG5mbnFnyXFOtOpfC3lnhYjbz0GvUIrWmZ31+Sx1/SzKDHhg1DRF57DUqaA9R4X0nRus6o5ftKybpKXj+5Y9Xq0NSzw/Dv3+nTYfi1XSbsMACbmOkwfH2uw3AucB/gv4GHAX/g7qeZ2d8AB7r7wgtKRRhanviNsaBRp1sr6TXlq9d7VeNEt2SsXGq9fnOpoYheQutC9ChDV0XPQtRHDkM+U3cY/gA4Dtiiw/Asd//Zlp/PIxA3At7m7r+fM35uhKE1LU+qIvs9R0Y+SopPcyMJkdGgkgjD2ATSxHiIfF0vQwQnEjkSQmwfchjymazDsNakHIaWKSsl1DgJrFH4G2lMD62pRmF1ry14cxljbvZU9mtK117DGW+ZmjLGyFLLqF4JcrDEtvTsMJx7SZ8Owx1vKYehCBU9x9BrmkuKHjsxDdGrYS7EstH6dZKb6jjGVKlc57LX6xBrjxyGfOQwFJIbYYjsO78MqR7SYcijx2eiJGWltV5Jj/sYSeRJ7xh1XyLfn1umAcrQFWL7kMOQzyQdhi06DO7+wPnXRwKXu/vrzexZgAE7Ac9w96vN7IHAU9z90YvOkRthKOk0kiLyRKgkHNyy00hrxd9cetVhqNW1pOWJX42OS72mXQ0RleYS6TDU0n3p9Xls2SlIiGWkZ4fB/6tPh8FuMTGHYWsdBnd/qJntz6wj0jeANwPvd/cDzewQ4ErgfODuwEO3tFldhFSEoWVOca/GdOs6jUim8gHeOt2gRivWXu/JMl97JK2vvfX8Qohy5DDkMzmHYQvzLkl/CDwB+BSwD/B+4OXu/jQzexCwp7u/ccvv5zgMNWoYeuzzDX2e5Nc4aYU6LU9bGyJRBY29tvaMnieXluuKfF23djpTRB5QtIzglIxVQuv3GyFaIIchn5YOw/UqzPEY4FbAYcDOzATcbjb/2W7ARaUD13iTH/oQW+1nqe+XcMJe+2anHJTMn3sth+50x1UNm43nnFbFkRnqdlVicK12jalriZzjuu5VxHM0dE9y7+/QtQ9dy1obb0Nzp36W+/tDP8v9/gl77Rs2x9D9Td2vGu8RQ9d4TOYcJRHgktdcyTMRhRwDIfpiPd36Ms2oovQ8//f9gH3mNQyHAbcFbsSsbuEn2/7+IkTpMEQWYEaO1boNXoqSgsKWRZORtC7WjVTmjEy3G1uh8jLrVizztUei9DUhto+eIwxf+68fdBlhuP0tfn6aKUlrTZTDUEvvIFKLoAa5H24l2gWRBZgpIvexVjpJil4Lgsem9LwMhltkcXHkfuWmFLZ+zaWY0rMiRAvkMOQjh6GQqKLnWp1GehVlijppHjqhzP1wrVW/EekU5XbOijR0Izt9TYkosbUhWnbXGVudE/QpOCbjX4j69OwwfP3SPh2G2+3czmGoUcOwZuS+yUee5KfycEtoXeQZZTxFXseQ85Ha+5IIx+bMe1/yrLQ8AS/Zk9YdhGoY+SXkXn8Np6SG8zw0fwmRz3Du61cIIUQZrXQYDgduCdwYeBGz7kkPB9YD73X3zywyR1RK0hA18n0jT+xrdBSJ7FIUeWJeQm5UoKRtbstOWxB3v2ppjOTOMYRSpRafQ+ShqIQQ24ciDPm0jDC00GF4D/AXwFeAK939CDM7GfgicHPgpe7+34vMk5uSlGKMYf1IarQp7XHuElq3X0xRQ2NkGQykyPurlKTVadkWuYRleO6FaEHPDsN5l/XpMNz25hNzGLaQ0GH4DPBH7n6Qmb0QOBs4HrgTsDewn7u/bJHxUzoMLQ2hWgZlZNrG2BROaxRNtr72lvNHRldy5xii1yhGLq3XW2Kwt349TJ3cAnXQ3ovxI4chn6k7DGcxa6G68/y/5wMb3X2jmT0FuAB4IfAA4HbAH7j7ixcZv4ZwWw16PbVOUWKAR54qji0qIYS4ll5fv8vgFC3DNYrxIIchn0k7DAkdhtcCOwEbgOcCBwL7AT8DjnD3CxcZPyolaYgap9klham5c9Qg8jqGiHRKIlu0tjw5jmxpG9k1LEWtbmK53a4ia5NaR/tyXw+1nt8aNVApWtZ+CSH+Nz07DN/o1GH45ak6DGtNboRhbN1fhuj1lC5Fy5OtyJSkyLQc0R+9Rvtav3cJIUQ0chjyaekwjLqtau4HX2vjNLcF4JDxsjHzb2qpWSf/JvP3B689sINS6n6l7tXQ/W3ZDal1hCGyFqSloFwJY4sslbQiHVtnpWXobhc5R1RBf+n8q6HDGSH6YtQRhhptVSPJNcRqfLiVzFPyQRl57S2VpkuUvFsSed9Ff4zx/tYw5sdGa42RsTG2Rh1TIToC23OE4YLvXtGlfbn7L95oehGGrXUYzOxswIEfuvvTzOz/s3em4bYU1cF+L4RJHBAxIhokTmWESJyjZjAYFYOAYiJiFCPKIIqiMohBnFAcYhAUxQTR4BQ1GDWQOGGUiEbRIB8aXdEohoggiFxGBS737DutNAAAIABJREFU+9H7xsO5p/ruKtZeq7p7vc/Dwz3n7N1VXVVdvVataVPgLcAXReQfZp9/BvBQEXnRovqk6fpT83LzfCH2ncicqvRSUq023COYa8Yd5O49a6kpalkfixNoixiGYPG0KoTmnsdcQUYrC47mCXgOz1ot3lgI7aEYLJYY32mzEIVhVodhN+CmlNK9gFXAauDrs48cDKxd8vndgLvRBUEvDAt3nVaDEHsFR0dhr0YhK31R9917qQJgoXiB7wlaTXC+Zn+93TMW3XYfpf3q3Z8K3e36sKi+bbE/a867pltMCGJBELSORVrVZwF3FpHvppQ+ABwmIj9JKf0FcM0SC8MOs7+9YN7rlwY9Dy1QWJNWgzmDoCXGVK9EkyncYxAEtrTskvQ/V7TpkrT91iN0SVrCvYAtge8CV2m2WXxalDmNOvURBzcZX1CTDrQmkNXCFF+DZlCuJ1axKKVYjO+YXJVKnxMrN5PSmADvE3vP/moSylIQBFPCQmH4HnBySmkP4Mfz1liwpMaNSJPcS6/XxaXBeAjNseoTBDTb96xFUIOnkN+q4DZl+ubE8xCkhXYWjUUtDys0A9FrDsCCIGifQWdJyrkklZrPawRNzc3P4pSuD81xKaUmfsNiHmv8qXN4FgPTDPTvw6KehYVbjHdsw1hcf4bm2hWF24LAnpZdkv63UZekuzu6JI1SYchhIQRqBnN6F2XyLDSnGXOhWX3b+/TQ4t6HxtDyy1uhedKr+Tx4Kngh5AdBO4TCUE4oDJWU1mHwLJqjTYsCrVXmm9L2vS04mlgIwC2uramguYY110ppG5rXqql9MjTlTpNQioKhEApDOaNUGDZQh+H1wBbA9sAzROT6mjoMWoXbamIYLIQnzX7V+J9buCpZuCRpnqj2XatFYaRm3r3droL18fYx1zzJL927rKy2Ya0IAltaVhh+/PNrm1QY7nbHLceVJWmOOgz7AGcDa2bKgkkdBgs0XX96hebMyz0XKF0jWGgWLysOVO7pb6nCohkMrVlrQRPP6tfQ7ri0SI3QaqHcac5hr/DtqFxa1LaZuvLconUnlLsguPV41GF4GXBfETkrpXQ0cLaInF1Th+GgVTus2PlS4bQmfanmqXWOmuJlNYJF6b1ojmMNFr73mvNu5Z5RiuY4ap4a5/Au6Gbh4qPVdg3etVpqYqY099RSNMekRvnwjM9p9fkNhkVYGMrxtDBYKAyvAbYUkX9NKb0T+HvgiSJyeErpAOBiETnDonBbUMZYMrYE42aIgm7ptfqI5zEIgiHSssLwkyvbVBjuutXIXJKWcYs6DMCXgQNTSifSxTE8r/bCFgXHPM3LmnnvNa+l6eaiiUWg8hRqEbQa8F2DpxuEVdta2d+GOL/B+oQCGQTBIhh0liQtC8MUUk+2eo+arj9Be9Scvpd+x9vCMDS8LYfe7ZcytP4GwVAIC0M5nhaGQSsMWmlVa4RpTUEoR43vbk3WodL2NYtx5fAWAr3TWI4lcLDFzFHeeGf9sbAgtZrhzUKBDYJgPlpWGC5Z3abCsO0dQmGootTCYJEq06oWgWZRJi28hfwaQhjwwWqteBYybFXpHBNjrw499fnNEfv2OAiFoZxRKgzr6jAAuwInANcBG4vIS1JKpwEbzT76cmB34BHAVcAbROR/5mlj7EHPrboR5bDqb7gxzY/3GvJ+sXu3HwRBEKxMKAzleCoMC6/DADwJ2BRYA3xl9pHfAs6hUyJ+DOwB/AlwJ+C1wIG3pn0LIcFCaB2TAGwxXp4pcGvbyTEWQbdVa4FF2twpx1x432MUYQuC4Naw0YY/Mjks0qp+CbhaRE5KKX0ceDqws4h8JaV0EHAFcDWwL/AdIInIn89z/VwdBs8MQjVY+KtrukrVZJsqja2oaSNHTS7zVis9W41LadsWmagii8/6eK4HK6zcPEsJJSMIbh0tWxh+2qiF4dfHZmFYxiXAuoFfDWwFPIDO2nAlsBmwiYjsk1K6L3DQvBcufcHVbPCl1U9rhKqaasel9J6YGwgKmvdYGhzZNyeqVaMNxlGz4m8OzWvV0KrgqolnUPvQxjcC54MgCPyxsDA8FTgFuJSuSNubU0pvo3NX2hJ4IfAE4MnA5nTF2yKGYYBYZZsqFfKtXLtaDMC0cMMD34rOFm5Pfe14JkYY4il36Vq1iMPxdqEKginSsoXhsquua1K+vPPtbzO+oGcLxq4weL/ELF7sY/HVD1bGYn41hfyhKTh9lCrWNa57QRAEtYTCUE4oDJV4KgwWKfU08VY+NBlLliSLORnaOoVQIltkLHMyxOchCMZKywrDz65uU2G40+1CYaiitHBbjhqfbc0iQzU1FTQDlTWDX7Xo61NpUKzmnPShWTRPC6t514wnCp/19amx6pViFdtg8fxaEIpEENw6QmEoZ5QKw5I6DMcCz539ehdgZ+A1wI3AdrO/vQbYGtgBOEdEjpynjZyFodXTsFYrPVuMy9CsAt5Zklp0OfPGu7q6Vhva7WvhvUdo0qqbWBAEvyIUhnJGpzDM6jA8Hfg9Edl19run02VLOhN4pIh8KqX0EuB8ETkrpbQ5XXD0c0Tkl/O006KFQbN971P20rathOnS+errl0U+fgusrGSl1woWi2YNilbnsFVrVCgZQXDraFlhuKJRhWFrR4VhIWlVReQHwLGzLEmklDYBniYie8w+8qmU0gOAneiqQAPsD3xoXmVBkxrB3JvSl7uFMNDnHrE6I4DXuFSUCro1bVS5ejQqcLVIq0Lg0KgaK+d1GnU2giAIhodFHQboqj1/eN0PKaWn0bkmHSAia2a/3gV4+yI7UZMWMXfSnKvPoHni14dnHvcaS0K2nkWFkFA6xlYCqOaceN5jTYrU0nolQ5wTTVoMavfONpVbQ1b3GARBEOSxUhgeBvwtQEopAW8FPge8N6V0Al2F5+tEpMgEVPpSaDVX/X6Zz9f0S9NdqObEPncvOTQDhXP9ylk3+trxtixpBbVbuWO1KqB5t59Dq19961Tz2dIcR4u6FZ7z3uqa0yTcsYKxs1GzzlJ+zBXDkFJ6gIj8vyU/P0xEvrbQns1BLoahdDPTdIsZ00ZaKkxrCqc1NR1qfLM9BV2LWgTe9Q5qrlXahre1IodnrYe+dlpNQKA5Xp736B08bpEcoA8La1QwDlqOYbjymjZjGLa6baNBzymlxwJ/ADwDeN/s1xsBe4jIAxbfvX7GUrhtaLnBa17GrQoprfYrh4Xi1eqLXTNYV1Not1LKStsuHa8pKJdBELRDKAzleCoMG3JJ+jpwA3BPOheiVcDNwMkL7tdcaJ2KWLkkZakQeEqFAU3XBc0A5hw1gq4m3qd0OXIuX1lrUM+1NF3RNIXQ7DgqKgaeSpGVdSU397n51YxhqMHiWp5xRjWMJWVvEAyNVaua1WXcmNcl6T7AU4HN1v1ORI7ZwHdydRgeCLxl9vPDgRcC2wN7AlcA7xORT8/T+dK0qq1u8K32K4f3i6dUMdFUMGqUIs32SwUhTdcuzVSz3mvIE6sUw6Xz1aorTU1KaE1FMdZwECyGli0Mq6+9vkkLwx223KJNl6R1pJS+AbwRuHTd70Tkiz2fz9ZhEJEPzX6+L12WpMNSSqcBq+ksHq8SkUszl74Fni5JQ3uJeAsDOeIFHiyn1dPhFi2amgxtj4B2xzIIgg0TCkM5ngrDvFmS/gf4mIjcNM+H56jDAPAK4CWzf78DOBe4D/BKYK43s6ePbg3eQZCeZE+6Fd1MWj0Z91Rw3N2IMvS1YaEY1MxJi245Q8ySFARB0DqRJWl95lUY7gZcmFL64ezntSLyBwXtLK/DsC1wjYhcNvvVH4rIv6eUrmSJ29OGKA129D6ZLk3V6R04mEPTLacm97rFfGnmqvcMiuV3dsm2X1o7oQ+tFMc1bfTRol/8HR5xsNqa6NsDj8/83ttSk6NVJd0iDWzNtYIgCCyZS2EQkYct/TmltHFhO/9Xh2HGg4Hzlvz8s5TSKbP+vK7w2utRWklUM1C594WQe7lXnL5rnkQWX6vo0x2aFobS+bKoJg1tnsLu983PF4+9pi+5JhbjazWHFnUYiuexouJ9zX2Utt9qYLXmmARBELTOvDEMh9NZCTYDtgSuXq5EeFBah6Hm1EkzwFYzJWYOkyxJjQbY5rDql4XvfakyXDPv3oHdObzTmnrWYchhlU3MYm3X0OKcBEEwHy3HMFxzXZsxDLe9TftBz+fQ1WM4CTgG+JCIPGbBfdsgpVmSNKsgl7YBuqewnm4uFlWQ+8bKuwpzDotT9lJq1mPN+LZ47314C7paDHGuLDIYWVCqvAfjJxTPMkJhKMdTYZg3huF64DbAVnSpT7deWI8WSG4jz/n6QvnLreZloVk52fNlNbT+9rVfY0WxwGI95vCeqxpadBvRFICHOCel99j7zDW43/XFBg1NWQoBOAiCdcxrYXgEcC/gEuC1wKdE5NUb+M66OgxPBt4KXEMXLH3o7O+PA54vInumlF4I3A/YFjhORM6dp/OlFoYaNE+RSk8Da07Za06NS++l1RN+b1oU3qwsDJpttDiOrWIxV9p47l2ahDC9WLwTXwSLp2ULw3XX+6Xt7+M2W/iN2bwWhm8AvwE8CDgOOLPvw7M6DLsBNwF3BZ4AnA38x+zv9wB+D1gXPH2piJyYUnoQnYIxl8KgheZLd4guAkPDQtCdMhaCW6z5xdPqcxJzH8xDKAVB0BbzKgwfA74IfBP4HeDPgb1zH15Wh+Ea4PEickFK6eMppTsARwIvBk6fff7DKaWtZ787svZm1lG60VQFDla42JS+qGs2zJw5vM9dKOeSlTvhqcnvXuriUzOONUGemkHXpWlKvdNF5ua9xu1KM81vq3UYclikyqxap4XzaCWgWazhIAiCQJd5XZI+LyK7LPn5rHmCnmcKw78C3xWRM1NK7wc+AjyDLhbiCcCzgcuZKQsi8tN5O6/lkjTEEzdPVwTv8SrFKoDa8+RU07JlYSXzdjMZS8Cq1fq1cM0cWhB+zZhouqW2iuaBjifedUGGltGrpr8tuyRd/4s2XZI8x2xeheFM4BfAvwM7AfcH/gVARI7p+d4ZwAuAtwE/Ai4SkTcu+/sewPfp3JBuBD4jIqfN0/kWJ9QqzaEmQwues0jFakH46PoxtJdxEATB2AiFoZx5xyyltA1wAnAtcKaIfGL2+xcACdgCOFhEbpi37Xldkt40+/9a4GvzXlxEnjj75+4b+Ps9573mUlp86Wvm6fem1X551nSoYWjznsNKwfF0F6qhxdSeoFdfpQbvSt6aLnI5NKvBe1fZDoJgGKSUtqLLWLqcK0XkyiU/vxB4q4icOzv0/0RKaXNgFxHZK6X0LLr6ah+Zt+1ehSGldJSIHAc8l05ZAFhFl+1o33kbWRQW/smlQqj3qbFn+lIr60qrioEFpfM7RKFC87n2FBxbxcKlsMbVwnN+Neew5lpDW0NBMHZWzeF948ShwCtX+P2rgVct+Xlb4H+XfWZr4LLZvy8GdixpeEMWhlNn/z8auBPwM2BTYG4TxhCoEXQtTkFrXuyaucFz1AjsqsHFOeXHQFnyPoUtzTuvqcR5x65oKvyaa8LzxL4qUNixAvSG/lbSRh8hgAdBMFLeCrx3hd9fuezni+iylP5kye8u41d11LajUxrmZt4YhncB3xKRt6WUjgXuKCLP38B31tVh2Ad4F10Nh2+JyDtW8qFKKf0xsL+IZLMvLSfnY1b6EtN0Kag5WbMInuvDM+hZM7ORRfuaAri3IOT5nPTh2b53oawcFoUENSveT5lW15AmoZAFGrQcw/CL69us9Lz5FvNVek4p3ZVOBr+RLtPp40TkkJTSS+jCAG5LJ3PfOG/b8yoMXxaRRy75+V9F5I96Pn9P4Ol0tRb+Bth2piicBLwOePsSH6rrgQuBhwG7Lolr2CC5LEmlAkeNH3AOK+Wj9MS+T7AoVRhqhJfSDCgWLkx97bTq9lS6hq0UMs2K2Z7PXB8tur/0oelOqYmnlc4iTqKvT6WHQ1ZxOy2mH+4jFJZx0LTCcN21bSoMt9my+cJtF6eUXkZXh+G36awFWZbVYfgX4PiZleJOwL1Z5kMlIh8BvpZS2rXiHtajdGPqFZgVXRpKN+XeF0/m91mBsrdnZWieauaoeelqtpMbL03FS5NSN62+76xWFChr1mOrp7Ba/dIU6GqeRe/xLW2/93kvfOY07z039rnnpw/NehLe8RgW1wqCwJ55FYZ96Co37wT8EPjrgja2Bv5eRL6QUnof8B1uhQ/VPFgUbsvFBPS93HLt5IQnTQG071omG3mhYGPlL2+RE74GLbecU39nF7U+11i8LOJHvE8uLU50sye9NRavirnydBPrsziVFkvUxNvaGARBYEmvS1JK6dki8p6U0mvpsiStM4Ws7au/sOT7ZwB70QVPXwv8UETekPOhSimdoeGSFCwWb3N0Kd6FdjwZWn+DMob2LI6JODEPgltHyy5Jv7z26ibly822vF2zLkn/Mfv/t7ilG9IO81x8ifD/jGW/X9FCUaIs1NBqlpWhVRuucYPQtKJojlf2XjL96r33Bquy1vRXMztXCKeLpWZ8x1Ll2hvPFNZ9hCITBMEi2JCF4Xfp8rQeRhdtDbARcIiI7Lz47vVTWonPu9S7J94ZeUqxqmehGTyumYJXK9Cy1fXYKha1RDTXtnfdFwssAuRbHauh7dtBUEJYGMrxtDBsSGHYHvgj4EC61KjQuSb9p4h8ffHd60fLJcnbb7nmpMrilFAz0NI7JkCLGqHRwsfeYk5q6mzUzLv3Ce2Q0Kz03CqtutVppsOONV+GRcVszbVVM++ee71VIdCmFYZrVrepMNz2Dm0qDOtIKX1RRP6w5MIbqMNwBHAX4A7AUcCfAA+iC4I+VkTOn6eN0rSqOTRPjfvQ7FcOiwrUmilHLapy9+GZ7rVmTjTTqlpcq+ZlrGlFGVpRNYtxtMA7tWgprY5jEIyZUBjK8VQY5s2StNksw9GFdBYG+oKeZ3UYdgNuAn4f+Ny6OgwppXsAjwa+DVwsIpellB4L3B64HfDjeTuvtZHXCIHeL5HcyzWXns8ifqMvNWCrucxzWVYsMqDUzInmqVOpYmB1mqspgFscHmhayXLXKo210aZ0L6jaHw3SNWumQg2CIJgS81oYllsX1orI2XN87wzgz+hkyVV0dRhOpIuB+LNZbYdz6eIiPg88EvgjEXnNPJ3XKtzWh+dpZ6unXmMpaga+p5p9aBWk0gyK7UOz2NrQ0qeOpb8118phVZxNM+ajFO89IgiGTtMWhquvbNPCcLutmndJejRdpqONZv/dUUT2nON7Z9DFP9xnSR2Gv6ZTGPZLKe0P/Ag4SkT+KKV0X+AAETlsns5rxTDUCEjePqeevrBDizuwwntN5PCsNRExDItlaBnWarBaK1rPSU0MQ45W52QKhEK4eEJhKGcICsPXgOcCLwb+EXiGiDx1ju/l6jC8EdgC2Bg4FDgSuBewCfCXIvKjeTpfmiWpVSxO7K2y+5S2722VKKVVq08NY8kY411nw9PHvtW5GhMx9kGwGEJhKGcICsNnReSxKaXTRGTflNKXReSRBv3rxSJLkqbvroUPuKblwSLwVzNDVA2l6VNbzZJkUWhuTFYBz8rFU2csmYIsAvqtaNGNd0yHM8HKNK0wXHVFmwrD7bduXmF4Hl38wRrgMcAvRWS3Bfdtg4zFwlBDqyf2U+6XReYsK39uC2WxFCsBwtNffwp4W3fCYhAEbRAKQzlDUBheD+wMnA88APiSiLxhwX3bIFoWhj40/b8tfGEtLB/eftOtxlB4npBapFXtw9OXPFiZVrNgjWV+W72PUHyCoRAKQzmeCsO8aVX/UEQete6HlNKXgKzCkFL6A7qYh1XA2XTKxo3Az0XkNSmlY+lqMNwdeAldQHUCtgFWi8jeFfdSjZUAXJoSs8ZVqurzhUqG5ml9XyrWHKWCbo3iVXWSXuFepUW2jYp517x3TYtELgVuH5rFEkvb8MxSVIOVlaZ0jDUPOzTHvtW1EgTBrWfV2pu9u9Ac8yoMP0wpHQL8O7AjcF1KaRcAEVlJ4tqKLjvSL4HVwGtE5M0ppXenlO4KnC8iH00p7QXsIiKvTSmtoguOfumtvKcsmptvjaBrQU2e/tJx8XYvKhXy++YqNy41p++59nOCrrc7Rekatgqc1xSOs9cysMRp+mZrrhVNJb2mv5rKWg4Lwdz7+Q2CILBkXoXhe8DWdBWZAc6hK8i2lq5+wi0QkU+mlDams0I8n866AF2157vMlIV7AE+hUywAngh8XUSumLfzrQaQlVJVnblQaNes0ltTJCyHRQB1TRsW1Y770LpWjZBfM7+eJ+CatSZMlJWK79SsodIicDUCe1XcTqFirTmOWp+vxWLd1dDiu9Q7gUgocUFwS+aKYSglpbQV3UHWSXTpUx8qIn+dUjoVOAq4P11Bt8NF5NrZdz4IPEdErp+3HYssSd4beSkW7g4WWYpqAnJL24By4ck7U5BFZezS69Rcy4oWBSErWo1hKKXV/bnVGIbAj1Ayymg5huGGK3/aZAzDplv9evMxDKWcSBefcChwEbB1SultwA+AG4APAZ8D3pVS+qCI/DOwZYmy0IfmQ1v60tV026jpl0UKT+9UqDly7fe5YFgUL8tRIwhZWINqnp/S+AIrP/4WheBWExBooumSVBN/VdOvHJ7VoS0yrwVBEMzDQhQGEdl3Ax/ZdoXvbLBy9Lxo5nveT6VHHbkXX66NPgHc4hQrO465E/sK4TQrDBid0mkqhKVoKooW/eoVTgtjArwFec/TYat7Lw6Er0jYUHMvpWPcZyEsVVRbdWXxfh6CIAg2xEJckqzI1WGwKLrlfUpYei81AqXm6btnQKP2tTTjCHKUKiw12blqKFUmrALkS5/5muda032tFM30uJqZ3Grc/Uqx6q/n2tZU+PuwOAipSe0dTJOmXZJ+fkmTwvGmd9y27ToMrZJTGDxT7Vltihbta7ZR+gK3ELK1r6XpclaqyGgKNZrj5blO+7BQFC3u3Wo9ljJl4dDKWjDlMQ7GQSgM5YxOYZijDsNhwN2AewAvAH4PeBxwe+A0ETljnnamXOnZAm+laCx4+kAHfrSYNUv7WkF7WOw3NYq15kGepttxrHs/QmEoZ4wKwx7AZ1mhDgPwl8BHgf8F7gjsCewpIh9JKW0NnCAiz5ynnVILQ6un74EOmm4TVu5rpdfKYXFq7V1/I1ifGkFI013He79rtV854vAgCH5F0wrDFRe3qTBsvd24FAaAWR2G44BvATeKyIdSSq+jUxbuIiKfTik9E1glIqellLYATgDeJiIXzNOGRVrVUr9lK1eLUv9k75iLHFYuM6XUuCR5plOsyZJUulZavfcp4x1PVINmUbUW6wRYnL73EYpEMBRCYSjHU2FYSJakleowzP50V+AndFaGTwOXAvdNKW0PHAu8WkT+e952Sl+WrWZAyd6HYn9rUhNaZBDSLPxUQ679bHVmxYwtmtScGuf6q3mtILi1tJpBaCxpfoMgCOZhUS5Jp9HVYbiYWR0GuvoLl4rIsSmlk4CNgC2BQ4B/Aq4ErgLOE5G3zNOOhYWhFG9fSQu3GIusTn2MxWXGYq3UBMVaXGtMePpmtzonY9oHc2jWo6kJUA9LQjB0mrYwXP6/bVoYtrn7+FySLNCKYdDMNDLETXws/vLegaGe2bk0syR5ZzbSdLfzRHMNtbp3WWWoKr1WjjHde2kbQdAaoTCUEwpDJQet2mHFzte4Hmm5N2n699ecVHlWLh4irdaaKGVM/fX2sR8aVntOcEtq1rBFwcBQGIKhEApDOaEwVKJlYQiz77ixyK1vda2xWBhaPRkf2vOu6ZJktbZz1KxhrZP5MbmlBsFQaFlhuPGy/2lSON7kztuPS2FYVofhi8AngdOBJ4vI5SmlNwBbzf5+MPB84H7AtsBxInLuPO2UxjAM7ZRd89RJ8wTa+0Sz1Xls8XS2VcuDt4XB4qTXAu9nsQYL62iraygsDEHwK0JhKGeMCsPSOgyfAAS4P7Av8DM6xeFjKaWTgdcDjxCRD6eUHjT72yvmaUer0rPVC0kz4M3ixWMhmNf4pWumVS0dL29BN4d3WtXSNoLF02IWuSDwIJSoNgmFoZzRKQxwizoMnxGRz6WU3gscJiKXz/5+JPB4YHcRuXZd0TbgSBG5eJ42Si0MsWmMm7FkT4LhucwMrVii57WGGOA6lvWYw8olSbP9Vp+HIJiXphWGn17YpsLw6zuMS2FYWodBRL4++917gcOAq4EHi8iXU0p/Ruea9FXgxXTKwk/nbUcrraq3ybtGsNA067cYKF1j1vem1SDiHGOxrkwZ772rBq34HGjzmQuXpCCYj1AYyhmjwnCLOgwictRSC8PMFelmuvoMLwG+BJwL3EhnkThtnnZyLkmleAdgemNxGlfqzuJtFbBwe/JOq6pZxbwmJ30pnvn7+9q3qAZfI0xbPEPeVj1PS0INpftKzfPjfY9BMC+hMJTjqTAspNKziOy7wu/+Ysm/D1r253vWtKNl2t9P5SobxuJlkaP3JFKpHU0f9+MV26mKN8n8XjNji0XV1xplODf2vf0tFI41M0TVkHseaqqIl64vq2q/Jkqcc/xV6VqxWEO9FdELn5OooB4ETgw4g+iiGGVa1Rq8T8qGhFX6Rc1UoTli3tfHygdbi1b7a6UUWdzLlJ+TVq07QTB0mrYwXPrDJoXjTe7ym+NySbJCK4ahVVcLi9Mw0PVlL0XzVNHCjahVf2pvxpKmdGh47101WOx3UyZckoKhEApDOZ4Kw0Jckuaow/Cu2d+uBI4GHrbk868Vke8vol+tonmqmLtWr5nc4EWt6f6iedqZu1bNS9diHEvnve8+NOMhNH3JPQXHVvtVg6rLmSOtzkkoPkEwYtbe7N2D5liIwkCX+ehAflWH4X502ZGYpU+9o4g8NaX0VOApwD7AXsDdgCPpirltEK3F2UewAAAgAElEQVQNW/NkWjNrieaLsu8eS/22a8arVDjtiyvJCUI1ikSpktF77w1anTTnvQ9N9zELd53cuFgo70MTgMHGJUnzZNxCmM8eNigeXIRrUxAEreBShyGldDiwI7Aa+G/gsSKye0ppE+CjIvKkedqwSKtaU1TNAk0BTet0WDPbVB+aLlGlykcfFq4epUKVVeE2zWxiFs/WWE6HNf3ore597AqWd8FNC1qdE2/CHayMpl2SLvnvNl2Str3X6FyS1qvDsIyfiMibU0oHAJcAv5wpGNvRpWJthqyQ1KiPe02AXunJeI0wrTmOmmhalywormKu2EbftUrn18pSk6O0v0OkeG0b3buqBdhxvjTXkEXmKE00E18EQYusCpek9ViUS9KJdHUYDk0pXSQiRy37+71ntRg2BQ4ArgFOAW4DHLGgPqkKoTXX0nwpaBZb8zxt1awfkEPzWn1ozm/pPJql4B0YFgHyQyP3PNTE4LRavGxoJ/mac2JBKAVBMD1GmSWp1c1MM8jUkzEVrSslTtaGxVjW6tDuwztdcinez3Wr6XSDYJG07JJ000++16Rw/Gt3vU+kVa3BIobB4kRKM1C6po1Sa4XVib0FmpaaVtdKjqHde7A+VimOPU/svffnHK1aV0KRCIZC0wrDxdKkcPxr26VxxTC0So17QukGrxkM1nvi5phj3UIpsHDjqcF7TjQVxaEF/lr0N4I5V8bTXSiU0SAIAn8s6jB8C9iZLiPSTSJySErp9cAWwPbAM4B9gT2BK4D3icinF9GvmtR1pcJxTYBeTQah0mBWTUHXQjC38qMvbacm65AmmlmSqgLkC9EsgGdRyHAKSsHQBPBWLQyt4r2Gtawo3pbOsNQEwS1ZiEtSSmkP4LN0dRjOAg4Wke+klD4GPA0Q4Gxgi1k9htPoFIpfA14lIpfO0871v/iFSudrTswt/G2t/GqLM+8o+iBb5B+3Sgeaw6J+wBTiXbzTbnoKEJrjqLmGwvd+fcY0JkOLnQmGRdMuST/+TpsuSXf7rfHFMKxQh+HpwG8AbwH+UETOSikdTac43ACcC9wHeKGIzLXjWsQw5Kg5OdWsRdBiZqMaauoglH6nxqe4Bk9/bs2T/BrXPYuYmmB9hrZ+oXzvanWt1Jyke7vVBUFLhMJQjqfCsPA6DMA3UkrHAv8lIm9MKT0Y2JXO8vBT4PbAjiLy7ymlK4HNFtEn0D2Ny9H3ssilyLOobNvqqVf2BKvntLP4OxXKR2nbYBPQ6Jl+sbdidub3nkXY+vB8tszinAppNYWnhZtJzXrQfBY117C3S1KOUGSCYNgsyiXpNLo6DBcDj6GLTThv9ufnAe8CLqeLY3ge8BfA79IpMK8Tke/N087Q0qrmCLPvuJny/Gq6EY1GGTZyx9Jqo6Yd7zSlnliNo1YbQeBF0xaG//12mxaGu+84PpckC7RckrwZWpEhzXSCOWoC0Wvcm8biSuMdIDg0hvbM5dBMl+ydDjTwI5SMwINQGMoJhaGSXNCzpotAEAwdi0DpsVgFamj1XjQrok/ZSmZBq657QbBIQmEox1NhGHQdBotN1jMYzTu/fGk2pBpTvHcGIU+3Ee8A9aEJgd5CldZ43eERB5scamjG55R+x2Ic+/BUYK3csUrbn7KbWBCUsmrtzd5daA6LOgznAo8Afg5cKCJv8qrDUIOmKb70JVbjZqIaBJmrG1FxrZww3xfcXHotTWoyLnlioZS0KnB4x0N4CsDee0QOzXHUxOp50MJqbbcYKO2tdAZBcEss6jB8GjhGRL6SUjpTRHZLKf0QhToMFkHPmu4cpULoFDY/i/Htw7N+QauuLIEOY0qVOWUBrVRZq0mrWtp2zbWCoDVadklac9EFTbokbfwbvz2+GIaldRiAzwMfBi4BXoxTHYZWc5YPLQjRogqzVe2E0va9g54t6jCUtl1zLW+mEMQ7hXsMgqmh+VyXvku1944bzju1XYXhR+e3qTDcY+dxKQzL6jBcAmwuIt9PKZ0EnAb8qYgcnlI6gC716o6zGg3b0qVVfc487WhVep4CNYXQgmkyptPkFv3lgzIs0pTGXAWBPU1bGEJhWA+LOgxXA9vQ1V0AOBR4Dwusw5CjNIgXyt2IrKwYNfeSo9R1wuKEvw/Nsbe4lieaaTf7aNVaMeVT9lbvvdV+lTI0y7AmoWAFGoTCUI6nwrCQoGcR2XcDH3n6sp9Pmf1XROnmm92UFfP01/ivagbxVgVHOr6sNDMuVcVDGARQa6L5os5VpLUQXvrmRLPi8NAEsVI0q0bXtNNisGzLjH09BsFoGHDJgUUx6LSqWptvjUBZczpbKtD2CU6l37F6UZUWT8v9fr+eNiyyJGlikWmrpv1SRVFTOO2dQ4O1OjQBWFNRrFmPmhl5ava7Fqm5j6GtuyAIgnUMWmHQwlsAzbZf8QLPYeUCojWWmkHPVvNr4aqlGfRcireQX0Pu/ocmoNVYDnNKt+bzbpE+tdVg+5p9u+Y7pVi4PUX2piCYHouKYVhah+GLInJKSulY4EoR+avZZx4HPF9E9pz9vB1wtojce952Iug5aIkIqJwmMe9BS8R6DIZC0zEMP/yPJuXLjX/zQeOKYQC2Ag6kq8PwiZTSJcAdgSsBUkr3AH4P2Hj28ybAy4ELSxrRrLxaimY8gqYffw6LLEmaJ/k11Zk1T9M1M0d51luomXdNt6cay4dFhWLNSt6ln7eoEwPt1hix2Ls0K2mX7jc1STRKXTmh3GJQc61QMoIgWMeigp4/OavD8AbgDOChwEeBh6SUNgOOpKvHcPrsK8cAfw2cWNJOqT9o7vN9m2Juk822oVlwzMjcruWe0XfvpdmmavyANalSfhRjAnIUC0JGildO4KmpCl6K5jjWXMtTqOoTGnPP0NBSyvbdY+n6GpoA3Kd8aD5bubUS1oogCNZhUYfh8cA9gTvP/jsJ2AO4AngCcARdWtUfzX4+TkROnqed0krPrVZercnu45lfPofVS8TzJWaRE74P73vMoZq5ShHPZ77m3j3Hy8pa0eK+UvNca+5DpQcqNe14z28oGcFyWnZJuvkHX2/SJWmjez5k1HUYLhKRo1JKjwYesi6GYfa5M0TkibmfN4RnDMOYNsWx3IumgGZhoo/AwWA5rSrDOWKdrk881zq06m4X6BEKQzmeCoNZHQYR+QLwhWW/e2Lfzy2gmU7Q2yqxaLx9yWvcwTwzxtT4TXsKjp7Wq772vQULzaw/femES/FcQ95zUormvu2tFHhnANO6f28Le6t4xka1+OwGdizEwmBFqYVhyptMDZ4m95iTxTO052Fo/Q3K8J5frcOhWI9BMB9NWxj++2tNCscb3eth47IwWFG6YdcEc1oIuppZabyzbZRSY6kZUzakHKWn6VV1GAZmXdH6fF/73qezpWg+C5rWtppEEp7rsY9cf3MWTe84J29CYQqCcWJSh4EuxaoA14rIgSmlFwAJ2AI4mC5rUgK2AVaLyN7ztJMLetZM8WhRGMii0I7mPXoLKRbFyzT7pdlGKTXz7j2/Flg8c0EwL1NYj6FIBMsJC0M5nhaGRSkMewCfZVaHAbgr8FXg68CHgA+KyF4ppWcB14vIR1JKq4BTgZeKyBXztJNTGHJMYVPO4a0UDQ3NE+iafO1afvEWCtlU0FoTrT6LVsplqXVW85S9Zm1ruiR530sOzbpC4WYazEvTCsP3/71NheHevzsuhQFgVofhOOAbwPki8t2U0gfo0qgeM7M0PBbYUUTemlLaHdheRE6at41ShSGH1Ql0aft9bXgKdZon0Dlq7t2ifW9hz8J6plmHoVUByRMra1+pe6KmAquJxTOnWbjNez226m4XCkOwnFAYyvFUGBYSw7CsDsNGdBaG7wJXzX7eevbR7ehSrwLsAzynpB0tf9CatJsWWZJqCvPkvtNq1pJcv6wEoRy5QkZWhZRyaAZatlpUrRSL++hDc076ChauRM3arvlOs8Je4Ql4jWJbevre7Fj1EIHdQRBsCIs6DFfTKQgXAz8TkWNTSi+hK+Z2W2B/EbkxpfQJEdmzpJ1clqRSM6r3iZB3EO/QTtBaxcKsX9q2ZvC4lXtTqxakHDWJBrSwinPSRNMlSfOZK6VmDZXuz5p7h4X7GOhVkI8UnuOnaQvDf53TpoXhvo8an0uSBVqVnmsyetRsZjXVPHNoVta1qLxa+uLTHN8+vAu0lTKWk0DNrF01hNvG+nhnm7LKMKdFTWyS5j5osW/XCP9ahx3B+AmFoZxQGCrxrPQ8ZVp1b6qh1cJ8wfzUzMnQFKwxoTn2Q5vHofXXmxivcRMKQzmhMFTSYuE270rPOSxOqmpO+C0sNWMSRFqtwNliZeq+9i1O0zWVzlb3Lgvhv9XTbItncYgHFK3unUF7tKwwrPnuvzUpHG98v98fl8KwQh2GBwLXARsDLwXeAdxIF/T8XGCnJZ9/rYh8f552Dlq1w4qdt6gr4J2n3zNXvoVfuve9TyFzlWcdhqFlmxoiLdYFgWmMfY4p33spoWCMn1AYyhmjwrC0DsO1wPuB64GvAGcCjxSRT82Cn88HXgTsBdwNOFJE5jr+C5ekIAiCIAiC4REKQzmeCsNGi7ioiHwSuAF4A/A64Jsi8kJgb+CmmbLwADrLwheAVSJyE10mpe0W0acgCIIgCIIg2CA3r2nzP0cs6jDsBKzT1FbP/v40YGfgABFZk1L65azQ29K6DBuk1IfUOwNKaVaNmpSYmmnwtOpc9GGRDrQmfsOiimofpXPSaoaoHN7PYg2lY18zvpp72tD89WtocR3VzG8NpWvCqgK1FuGSFARtYVGH4TLgLsCls58/SRfX8LnZx08Abgc8E7gNcISI/GiedrRiGLzRTM/n6f+tWQOiBotxtFC8aq6lmU7XO73lWFKeevdX84BCk1bnt5Qa5V2zBoUm3u1rYaEk971jx56VTfuAommXpG+d1aZL0k6PGVcMgxWldRg0GdoGoPmgW9x7TepWb6FZE61+aWaumnI63drveGKRp98C70xBQ5v3HJrjOKa9IPAjFIZyQmGoZGhBz62a9TUZy8vVm7GM41juwxvvopMWtJo6NtBhaOsxWDyhMJQTCkMlOQtDKd6+nRauNJppLD1Tumq3b4Gni1zNvNesx6G5LkyBVl2oLOKvLLCIc5rycxUK3PhpWWG46fzPNCkc/9rOj3Mbs0UFPS+vw/Do2Z92oQt23htIwBbAwSJyQ0rpj4H9RWTvRfSpj163DUVhr/QFc2rfaVhGeMt9p0/Yy31H01++1DVmaEpBH60KA6Xzq/mc9M2vhY+9Zz58TQG4bxyL3dEU713zHq32ZwtK9zXNcbRSvLT2u7AGBUFbWNRh+ISI7J5SejpdtqR/BD4oInullJ5FV5/hQuBhwK4i8sR527GIYfAMZPW+Vo4p+Hlb9Xdofube4+WJhYLX6t6l2X4Oi31QM5ObJlZVti2qkgfBvISFoRxPC8PCXJJmaVKPAz5DZ2U4XUT2SCltB7xSRA5MKT0W2FFE3jr7zhklCoNnDMOYNmtvwWIlpvCi8hZexqJ0tvqctPhcga4vufc9WqSEHpryMTS811DgR9MKw3mfalNheOCuo3NJ+r86DCLy9ZTSnwEfnv35MmDr2b+L6i7Mi2YOe82ArNINsCagcWgpZXNo5jK3Sqtqgaaw16pCWIrVfWg9v2OqneD9PHiimV46h/dzYiHMT3kNBcGQWIjCAJxIV4fh0JTSRbN2/hZARG5MKX0lpfR24LbA/tqNl25AfUJ2XxyBJ60KtKXUvJBqArtz5F7ux2c+r5ljvdW5sijA12oga6vUjKNmYa/SftXQaqxPDgvFwLvuiwVhYQiCYRBZkqgTNDVP8j0DMGsYWpYkzXFsVdDVXMPez8OUsdgLhrbftEqMox9DG3vN/lrs9Vb9Onnthe26JH3jzCaF41978G7jckmywmLTGMsGpJlW1aINb3L3MrSMLUMb96ljMV+xJoKhU2oZbhWr/pa2M7RxDGxYVJakDaVVfQuw0ex3Lwd2BHaf/e79IvKledopDXqOwkB+TLloT5jcx03Mb3u0GjjvyRTuMRgWTQc9h4Vh/bYXdN2tgANZP63qmSJyWUrpt4BzgOuAHwNvA84HtgH+89Y2rvmy0CwyZBGsO8RMJy3ireDk5sQi0LIGi/GqCfS3OgwYEjVzpblHDG3vsmjDYk6sajoEwRhYe/Ma7y40h0da1Y2Ah4vIV1JKBwFXAK8DdgIeCOwmIq+Ypw3NtKqawnyOsQjmVlmlPPEWTkuxyuOuiXf7K2ER8N33nRxW1yplaCf2Q+xXKd7B40N7nwV+tGxhuPHcTzZpYdjkoXuMqw5DJq3qpiLygdnf9haRd6WUngZsAjwbeAxwb+DZIvLyedrRKtym+RKpyaKj1XawMmNScFpNGaxJi4pEq9TMb4zvYmlVKdHE4h6HuHcFZYTCUM4YFYbT6NKqXgz8X1pVEfmv2d/fBtwEbAm8ENgT2A1YAxwjIhfN087QCre1Sov3MqZc9TmmIFgEZbT4LPYxtP4Giyfcm4J5aVph+OrH21QYHv6kcSkMVngqDN6M5UXtfR/e7XvS6r1b5Je3uEfvPPmt+vG3uu6C9Ym5ChZJKAzleCoMg06r2qIwYJXD3tMvvaaNrHnZIMVjn2l7dcaSMLTAzBxDSwMLuj7Ymi6FLRZCswrqLt3XNK9V047nGupjaGtlClbmIAjmY5QWhtKNtKZ+wNACHWvaqfGLL6VUCOvD+6XbYhYdzf72PSet+st7CpTeaZwtaLWqsOb+XHo4ZFXnwiK4eSx7aigYbdKyheGGr5zepHC86SOeMi4Lw7I6DF8Dfge4BlgLvBh4B3AjsN3sc68BtgZ2AM4RkSMX0a+aTSNXwKRGGCh98eROv/uosnxkXnDZa2UuU5NByDtdo8WLxN2SkEFTIdQUUjTXRIuCguZBgLdLUM21vLP45Cht39sy7K2Ma9F3H0O7lyAYM4sKet4D+CxdHYYz6Yq1nQ38B3Ay8EgR+VRK6SXA+SJyVkppc+AU4Dki8st52plyDEOLeJuQvWsnlOI9XlOgRRefmNtgKMQaDhZJWBjK8bQwWNRh+BZwnohckFL6OPB0EbkupfQA4FBgfxFZk1I6BPiBiJw5bxtjURha3ZRb7VcwTWI9rozWuIQCO13i2Qo8aFphOOcjTcqXmz7qqaNzSfq/OgzAHwLbAxfQuSX92qz+ws7AASKyrpzeLsDbS9rRMmFbBSqXolmBuiZOI4dmDEOOvj5pBk1qYuW7XIJVDEPpvWtey8pn29tlZiX2++bnsy6Cxc9pz7h73rvmWtF0h/KOYbCgxTVfQyg+QXDrWVSWpBPp6jAcCmwMPDql9AQ6peGuwFuBzwHvTSmdAHwHuE5EmtToSqgRZjUDf0vbAKBQsKhRSiyulaPv3i2UHwuq4hEUBZtSQaxvTk5tNCh2LOTGvmbcLYKLNQVw7/mdgpIxhXsMgiky6CxJuUrPOWpebrnNb2iFvTSzv9QI2RZZdGpiGCwqJ7eaVnVosR1TOCW0iLnwDrC1sAi1mKmnhlazidVcK8cUnutgZZp2Sfq3v29SON709582LpekVqmpBeApVHkLAzlqxiQ39jWZoEqpeeFnx7FC+ahBLZ1go8pSH60GHo9dEFJ9ThSzJGlmx8q1UXM4k3seNLPFWaT5rf2OFpoHUEEQLI5BWxhK6zB4+6+OpbqspkCpmdnIIktS3z1q+VP3MXahFfzTfmq1kcPqJL/0eRhi0HNYo9an1eckCJYTFoZyPC0Mi0qrurQOw/8DHgFcAnxLRN6RUjoCuAtwB+AoEbkspfQM4KEi8qJ52xlLlqRAhym/9Lzv3bv9HK1WPp8yMV7BPAxRgQ3KaFlh+OUXPtCkfLnZo/98dC5JWwEH0tVhWA0cOVMUTkop3QN4NPBt4OKZsrAbcDe6AGlzLHzywSYmoAatwN+a4GJNS0JNtpjS9q0sDC36slu5XHm6R3i7ULWK5lrJWWdrik7mnjmLAmmaVmYr16MhteG9PwZBcEss6jD8G7AbnbXhTnQZlA4RkT9LKb0MOHdWuG0H4DARecG8bVhYGOI0LAjaIJ7FwINYd0GwGMLCUM7oLAzL6jD8BLhaRL6QUnofcPXsP4CfcSusClobed+psUVQbhAsihqLSKvuOiGg6WCRTWxMTOEegyBYxs1rNvyZiWFRh+Ei4DdSSvsA3xaR81JKl6WUTqRTFt5b24jWRh4ZF1ZmykLCFLCYxwjAbI+a/c4zSLwPrX5Z+ctHTM38DDEldBCMmVFmSSql1dz6Uwj68q7D4InF/FrFb7Q6xqWM6ZmbQpakHOHjHtxaxqJ4tUzTLkmfP61J4XizXfYdV5YkK7QUhiG+KD1fiJr5xzXbtxBapyA0TwGLNeRdIM2Toe2p3v0d2lpptahoMCyaVhg+954mhePN/vjZoTDUUFrpOUdfFg7NglSl9G2KNUK7Fn3jpUXffZS2X5O9Kdd+TcYWTUozs9T0t2Z+S+/dexzHguaz2Oq4t7pWarIkBT6EgtEmoTCU46kwLCroeUfg1cA1wAeAPYEbgZ+LyGtSSscB96ZLu3o88CdAArYBVovI3ovoV9UGX1gdWvPl1puasOhKuinqavB8iWqljd0QYxEgLPo7tDGxQnMNtShMQ3m/Yq3o4P0OCIJg2Cwq6Pm2dAHPNwFfBt4pIm9OKb07pbQt8GDgW8BGwHdF5BsppVXAqcBLF9Sn7Enz8T3fKd1IrV5upfcytBeCZl70GgtDTc2MsQjaFveu6WoxtLXdh6YwXWp90Kwf0OvapegO5rlWap7FsbjrxPMbjJ21N9/s3YXmWGQdhvvQZUB6F3CjiHwopfQ64KPAliJyTkppV+ABIvKmlNLuwPYictK8bUSl58VSU0gp/PiDIePty55jLLENfWje4xTGy5NWn5NgWLTskvSLz7y7Sfly88c9Z3QuSQ8Gvicij0op/SvwT7M/3ZWuLsOzgHOAK4HNZn/bB3iORvveGYxKsaj+2YeWFaXVAL0+SvvlbWHI0erazmEVN6RZ8TeHRaavXD2YmorKmutUc93V7IM1VYI9aTVzVYvpXltMvxsEU2YhFoaU0qOAFwFXARcA9wduAC4VkWNTSscAvw5sCRwhIpellD4hInuWtFMa9NzqplGzMWoKA1pClXcGoZrMN5rZcjxfcBbFuDSVJe9A1rG4R9QkRvBM5AA2SlwO74Oe0mfLYj/XxrN9zTkJFk/TFoZP/U2bFoZdD4gsSTXkXJJaPC2p+U7NJteqG1GrKQBz1MRDBDq0ao0qxTtVZqun2YEPUzixH8veMRVCYSjHU2FYVNCzCdkTz8ypTKubSakbQg01J805asZLM9iv9Fo1ApqnW0wN3q40FqeHQzv9z2F1H7nT6VMr2vc8mW81u4+FK6nVHqHZjta1NPsbynAQ3HoGrTBoZmbRomazzN1HX/amUnpTi1bEJKyEtz91VfrUTPulyijk79FCqKlxacj1V3McNfF2tfCk1cOOHH0WzdJnq2bv8mSICnfps9XqM9fq8xAMkJvXePegORYVw7C8DsP5wOnAk4GfAe+gq8uwHfBcYKfZ/1cBrxWR78/TTmRJWiye7hFW1/Kk1ZSJY2Jognagg7f1zpNY88FQaNol6Z/f2aR8ufmfPG90LklL6zC8Hng8cPXsb7cDPiEin0opvYSuJsOLgL2AuwFHAnPt9lovBYvKtjXt15wOW1QorjrNzvy+SmjOKAY1J+MW1Y49M7m0Gqhs5R7hafWxOGn23rtq8AxirrFSlcaFWdRnAF23nFJqgu1L98dW674EwVSxqMNwgoh8JKX0XuAwEbl89vcH0CkV+wMfF5HdU0qbAB8VkSfN00ZplqQaNF8KpYG0FoIT6AqOWmgWpPLGQkDTFBy9hdApux6V4j1XmgztXsZS2T3QI5SMMlq2MFx/xklNWhi2eOLzx2VhWFaH4TPAR5b9/WnAzsABIrImpfTLlNLGdC5KF8/bjmdMwtCqafahGSuRo7S/fYGZnq5HNX7ANUGmFmlVNedd81qtZjmzuFZpGzXPwtDmqo/Se7Hob834eo+jBUN75oIguCWLcknaHDglpXQVcObSP6SUEvBW4HPAe1NKJ9DFNJwC3AY44tY2bnUy74lnv2o261Kzs2aGKM36EBYZovrIjn2Fm1bu3jUDqGuK/JXinQHFsw3Ne/eOqdGsRZCjVYFScz9vVZi2KPLnjUXq9CDwYtB1GA5atcOKnS918Zn6gxnj0h5aL54xzaG3QFuKxYlqjaDpnRwgTpqDeRiTMhysTNMuSZ88sUnheIs9XjgulyQrLE6HNWk1u4/WuEzhtGQK9zg0LE5nwTdIXdPi5o1nTRZNQllZGa1xmYJFIgiGxKAtDLmg51L3F6uiZprZNiwqEbf6QhzLCWWrglCwMp6xCjmmsE5q3Oo0XUNKsZqTVteKReaqKaz7KRAWhnI8LQwWdRj+BdgTWE2XZvWFrF+HYU/gQbOfjxWR8+dpZyx1GFoVgMfkBjE0hhb426r1rJRWhZQpP4sWc1KjMFgc9LTqShPuQoEGTSsMHz++Sflyiye9eHQuSUvrMHwIOFhEvpNS+hgr12F4LHD72d9+fGsbtzh50RS2vNsvpVUrRqtCa02/hhasWzrGmoHoreK9RwTz450lKUdNvYNWLcOlDK2/QTB2FqIwiMhXl9Vh+E5K6enAV0XkKuBTszoMOwEnABsBnwceSVe07TXztFPq76tZ5t7CjNonVJXeY00dBgtFpqZoj6fCUjO/FgJwTZEjzxeyt1JgIVTVCHul49KqRaQGTbcgTffTVq16OVrtr+e1NLPFee9dOaysPkPbVwI9FuWStK4Ow1Uppc8CXwX+S0ROm/19XR2GV4jITSmlfxWRP0op3ZeuNsNh87QzFpekGjQ3M88TqZpUijUvhRwtCtOaDNHc71mgTbP2icVzNWVLDejFJHqk8sYAACAASURBVGhWHm+1qrDVwZhnGxEPMSxadkm67vS/alK+vM1TDhtdDMOjgBcBVwEXAAcA583+/Gbg03R1GKCzMDweuBewCfCXIvKjedrJKQxDDGArpVRhGNqGadXfVteKp7DZqqA5ROUnWCxjcb/JMbR9OwhKCIWhnNEpDFbksiTlmMIGayFU1ZzktyqEDk1oLsVbyLZwQ6jB80R3iBaGsQjmrd5HTb+G5kLV6tgHfoTCUE4oDJVM2SVpLMRLZDhMwf0laA/vdRd7lA5DU3CCxdO0wvDRNzUpX97mz44YXZakQdGq2bemXxYn5jWbskVBKm9rwdhfVn1xJZqZYUrR9HHXDFS2aKMPi8DQHJrXqll3pckfNDOWeSs4Q4tv0+zvWPbaIGgR8zoMInJISun1wBbA9sAzgH1nn7kCeJ+IfHqedsLCoMPQXgqalPbLoohUsDKtjmOr/cph4abmfQgztDkJ/Ii14kdYGMoZo4UhW4chpbQpsA9wNrBGRK6fBUn/96w/31xQn1yzr8DwXrqatCpMW5x2TsHfdwq+zq32qxRvF5ChnYCPZd6DICjg5jXePWgO8zoMwM3Ac0XkrJTS0SmlP6Cr/HwucB/glXS1GDaI1kbeV6NAMy96Kd4Bb8H6WAXrtqhcatYF6etTq2t4LEKoZtualaYt0mhG0byV8Uwo4J3MYArzGwQamNdhmP3taSJyeErpAOBiYEcReWNKaVvgdSLynHnaKXVJatUtJseYLAytMrTTzlaxqK5ew1jmxDvb1ZRpUbnrI+Y9GApNuyR9+Lg2XZL2Pmp0LkmbA6eklK4CzmBWhyGl9DjgecDdUkon0sUxPA/YNqV0yqw/r5u3kdKNPOdOYhWwOQW3DS36XpSlp5p9wr+nsuitENZUBc+hGbzuibfbYikWheZqv1N6LU0s7r207Zpr9TGWvd4bi8OOoR1WBrA2XJLWI9Kq4p/VIgiGztgV2FaZwt7lrVh7MuV7D8ZPyxaGaz90bJPC8Zb7HF01ZimlFwCJ7qD+YBG5YcnfNqYrpny4iHw9d41Bp1XVOg3cr+dvuRdyX/CrBblT4Fy/+k6Na74zdjTHpGataPlm9wmUmveYe4ZqrBjez1aL1MxJaYHFVse97949LUKle3Dtd3IMzRrWKprWsxw16XyDYCVSSlsBW63wpytF5MrMdzYHdhGRvVJKzwKeBHxkyUdeThce0MugFYYpk3vB1Jw6nZrZGC0UiZoXpXf7FtcqfVllBXONzsxB6b23Kpy2ShwEjINY9+1hoXjl5j337u0jLEs2rL35Zu8u5DiULjnQcl4NvGrdDymlw4HHz37ciC4TKczihpd87inAt4GNN9TwQhSGZXUY/hF4GvBz4ELg74C3zD76cOCFwBOArYEdgHNE5Mh52vHU2j0LVVlhMb4W42hl1m9xTdS8DGvmN/fii5ebDrl57I3PKbxWH61miGpx3WnuAzWxXEM7tR6Tf79m7EwQZHgrXQbS5dzCuiAibwbeDJBS2gT44OxP23FLa8Kf0tVJewhwL+CZuYYt6jC8HjhRRL6SUjpTRN4EPCOldF/gABH5F+BfZiaTU4Bjbm3jpW4Q3qc+Fm4uvW0UXmtMm5zFvbjOb4V7hOaYaLr0uT8nSm1buHzVUOP6UzVemXGpaSM3LpruWK4WmYrnpPTe+/C0bGkmvrDCwjWz5pnXdGEupe/ZuuG8U9XamQozt6MVXY96vnNjSukrKaW308nn+6eUngysFpF9AFJKr6JLUpRlYUHPS+swAP8AfBi4REQOmf39fcBLROSy2c+HAD8QkTPnbaM06Nn7ZC2H9wnLWAJWa8ZxaPeuWSir9GUxxBO/odFqeloLata2xYnuWMY4Aqj98H7Ht0rLQc9Xn/aqJoOeb7fvq9zGzKIOw+fpLAnfTymdRGdOuRp4pYg8b8l3/hHYS0Tm7pBWlqQgCGwJ4WXcTDl7U9QYGQch5C+eUBjK8VQYLOowfBE4LqV0+exvPwB2Bc5b9+GU0m2B60qUhRq8K+6WtuH90rWoG5Gj5lSxhqFZkDzzy2viLdS0KmyNRUjR7G+s4fbab3VOgiBYHAtRGETkHOCcno/cwu1IRK4B/nwRfVlKn1BV+7d529jQtVbi+Ou/q+qPWsNK/dUUtrTdDXL9dQ2CVJ7H0nupUXqH9NKv7W+LawX0hO0W7qWEXH8199QXb3G/Fcd3Q9dZ6fmdisuo1nsu9/uWleSV+pBbQ30M7VkMYO2aZrMkuRGF2xrA+4UQjBdvK5UFrZ52jslffsp71JTv3YIpjO8U7rGGll2SrnrPMU3Kl7d/9mvGFcNghVbQ8xAf2pZPZUpodU5a7VcOzf6OZW1p47kmhrYeg2FhEWwfazhYTigM5XgqDBZ1GD4gIp9NKR1LV4nur1JKRwB3Ae4AHEVXrvq5wCrgtSLy/Xna0fJl904TWlUxtLANzYq/qqnYMteqORm3qMqtmepPswJ0jqoUfBXX0qpMDTbzOJaKuzXPtUUMUt+zkHt+NbMkWaAZN2SRKlMTzXH3fv/msEjd2ncIU3pwo7mGckzp0Kjhwm1uLCpL0sOBH/OrOgwfoyvO9kPgfcB76CrLXS8ix6SUPgnsBdwNOFJE5lr5Y3FJmjIWp05TcMvJoemuY6UwBIulVQuSRZKFMa27Fi1emu236mpYwxTWYw0tWxhWv/voJuXLOzzn2HFZGETkq0vqMHwSeCjwUbpKcr8JXCsih6eUXpZSegywSkRuSildTFeF7lYRD2cZWuPlvcHXnEy3WJ25j9K5qjmdzZ06lVq1NtR+jinUIvDco3LPg/ezoHnvrVamLr1W32HHakcFz2Kdrv7KO7LjNTRlqdVCc0FQgkUdhhuB04A7z/47HNhPRPZLKe0P/Ag4ANgbuDthYQgapsYlyfvk1oJWT62nTByc+DAFi6b34dBYmPo4tmxhuPJvXt6kfLnVAa8fV9BzSulRwIuAq4ALROSElNKjgYfMYhjeCGwBbAwcCvw+8EzgNsARIvKjedrZ9IH7FXW+RsvX8u/vw9MXtaZ9q7LxOSxOa2ru3WK+LOIkLGh1HFsdrxzez+KUGcsaClam1Xf80K7Vx8lrLwyFoZDRKQxWhIUhCNom4h6GRYy9DjGOQbBhwsJQTigMlYxdYZi6udKTmkJrQ3M30PSnHvu9t9qG1Tpt1We8lAig9sMzFsR7DQUr07LC8PN3vqxJ+fKOz3vDuIKevdEMmrTYaCzSytWkX8yhKVDW+L57V7/O4flSKg1gBrIpbb1pNc1ijtL+qq6Tnuck245i2lrN4nQWaVWHJvxbPQue7ybvFK2lbjneBRk10063uu6DNjGpw0CXWlXosiMdOPvM44Dni8ieKaUXAvcDtgWOE5FzF9GvHFabcu5Br8l2Ufri6xPAT1U6aa45uSxVJGq/k0NLWYL8ONZcSysbUs2Y1MzvWDIbeSsrpYKbZhB+6fq1olWhtUZwi3XfHppxihbvTE1K3w+9taEmnPRjKljUYfgQcDvgq8DXReQ9KaV7AM8BHiQiT0wp7S0iH04pPQh4soi8Yp52tFySWnX9qelXqxtTq3ieOLbq4qPp5jKmE10tq0+r915Dq/fYqgtKq+OlSYvua5oV770VwjG941t2SfrZ2w9v0iXpTi9487hckpbVYTgROF9EvptS+kBK6fPAkcCLgdNnn/9wSmnr2e+OXESfahma+a/VTUPTjaj0HvvaztUW0Dxlz8173xrKnfaWnuJUCU4VGaIsfIo1K+vWoFmvxCLgW/P00FOgrdk7NK22pe5+NaewpX2qQdOiWdMvzXvJjWNu3q0scZrjOCYlMhgHFnUYPg+8VkT+NaX0TuDLwO7AFXTVn58NXM5MWRCRn87bzkGrdlix8xapUDWpSUemqRhovhCD9dFM55uj5oVkMb8WZv0aLFIGW2AxV33teKeqHvt8De3+YDzPlia5MfGOn/QmLAzleFoYLOowXATcH7gY+JmIHLvkc2cAewDfB84FbgQ+IyKnzdNOrg5Dqw9HKa2ePngHfWnimbmj5lqlWJ0qtroeS4XQVtdpDWOJK+ljLFXqc1i4yNVcq7Ydrban4No1BVpWGC4/8aVNKgzbvPAt41IYrLBIqzom4TjHWDbfyPlfhqYv7JRjQVr1da5Ba01ozskUTlpbVVimzBRSa3sTCkM5ngrDoNOqWpxkWJy8aGYXqBHctAKorU7Damgxb7emMloj6GUFWsW4nRyaa0Uze1MVitYK93WXuZfjMx/XdBPTTKtq8czVUOP+qXWPVopHWEfnb9/KshNKZ6DBoBUGi/zJnmie0lXVYcj8vib9Yqtj71kDoyaHflbgKLxOH5qKQXbd9bShmWigFE0hv6Y2Rm4ea5R0zcJ82WtVpDi2qFuRaz83vn1rq1QZ71WijJRurWt5xrHVjKPmfqOZvjtHq+/FANauudm7C82xqBiG5XUYngRcB2wsIi9JKR0B3AW4A3CUiFyWUtoOOFtE7j1vO2Ov9DwFxpQizgLv08MWiZO1YaEpoA1tnxiaRSRYLFPfu1p2Sbrs+Bc3KV/e+cXHj84l6bbAoXR1GL4MnAWsAb6SUroL8Gjg28DFM2VhE+DlwIUL6o86IbiVoXkqMwUlo6py80Rp9Zmb8h7RKwgVPqd9p9k5V6lWKZ37VtdKKDI6aLpdBcGisajD8F667EgnpZQ+DvyIruLz4Smll6WUHkOnQPw1Xc2GufH0C/Ruo9V+5dAU5ktPIjVrJ2iiGaRdIzjFC2n4tHpCqdl2q+txCgcXOVqdkxyaRVBrkhnEXjs8wiVpfRaiMCypw/ColNINwP6zP60GrgSunv38M2Ab4CHAnYHfTikdJCInz9NO6cNWs8F7Brz10WqqvxwWKQAtalNoFtCqKS6lydjXkDYWAmKraX5LqYmZqomtKI3tqEkw0Wo2MYskGjVovec0+6t5yNV3OGOx1w9x7wzGgUUdhguAhwOX0rkgvTml9EZgC2Bj4FARuXH2vTNE5InztpOrw5BjaKfGrT7krb5ALdAUXiyygFhZqYZmqbG4Vk0bmm0PbU5aFYRaHcccrWYK8kSz0vOY8LaStRzD8NO/elGTMQy/ftgJUYehhtJKzxYvXYtUmdDuPXoKtN7Kh6YFSevktO9aOTQzd2i+jL0VVYuXq4VbnYX1rA/Ponk1Cn/NnJS6s2jeu2Z/NQPRvYVTrXtsVZEYokLYssJw6ZsOaVI4vssRbxtd0LMJuQc3l/bTewMofoH39Ks0L7qm25VnVdC+71icrNX0t+alW5oesE/ByD0Prb5EsmNcWCOgD00XBU9hq8+funSt1vSrZu/MzZfmoUKOXFpVKFd+Wk1MUDMnmjVZSp9Hq/dyq4J+Ds06U96yTzAOBm1hKHVJGhOe+bFz1LzYNe/De0xqLEU5Svvsfe/e7ZdSI9R51oGoURjG9GzlKO2XxZh4xwrk8N6fc9S0YfGc1KA5Li0WFe0bq9JnDuDktReGhaEQTwuDVR2GZ83+tAuwM/BSYCtgFXAw8Dhgd2Aj4P0i8qV52snVYbDYSL1PZy02DQss3CM0KwF7uzdpVnouxSofvndV1BytusKNBYuYmhxjegcMzS21Bs/YpFZdf1rtVx8tuyT95LjnN6kw3PWok0anMDwc+DFdHYbXi8h+KaWnA2uBvweeLCIfSymdDLweeBtwPl3GpKNF5Ip52onCbcFSPLPYQLubcjBNSp+HWNvBvLS6VsL1ZliEwlDO6BQGgCV1GE4A/hE4XUT2WPL3I4HH01kWvgnsBDwQ2E1EXjFPGzmFwXPT8N5ILYJiLfAexxpazDo0xIw8rV7Ls22L01nN2Io+LPYbz3eAd2VqizXfqrWx1Uxbms9JqxavGkJhKMdTYbCow/AZOsvCh2d/2wx4sIi8MaX0A+DpwEXADXR1GTaet52scJz5fI1/oyaaQXKaffb0X61BU3iyQHPdFa+hCt9dzfF1vXfye4GFAJ7rV43wkLsP1XHs+Y5mpXaT51cxiLc4TqKnWxaB0jVrvsV77JuT3Hrs61fptTSp8e8vTXyhOr8TTjW7jijctj5WdRjuDvytiPzX7O8nAzcDWwMvAX4f2A1YAxwjIhfN004u6HmImnYp3ikmtWg1FqPVUxzPDFGaTKFfra6hMeEZ79KqxSvWXTAUWrYwXHzs85q0MGx39DvH55JkQWkMQ2ykK9Nq4G/QFq0K+UOk9FRzSid7wXyEv357hIxRRigM5XgqDIOuw1CK90NrYRWoMSVa5A3XyvoDuoXILDJkDK24lSYWhchaXSt9tOjLrrm2reY3h0URttK2vRlTvInFnNSMV652kue7v6+dUDrzhEvS+kzKwhAEQRAEQRD407KF4cevPrBJ+fJur3zXuCwMy+ownA48afbvtSJyaErpBUACtgAOFpEbUkp/DOwvInvP205pQGWrQbwWQc+tFqeZAp7za1XYy6IN7zXsXcF3JYZ4HxbrqxSrwl5DoyZYt+Y7Y0dzHGvQCnquoe8+bjjvVLV2gsVjUYfhg8D9gLOB/wBOBD4oInullJ4FXA9cCDwM2FVEnjhvO1oWhj7T41hcQ6aMZrpIb1Nt+MjqMJZxjLiSYRH7ig6tjmMpU39+W7Yw/O8r92/SwnD3V//tuCwMIvLVJXUY3gWcJyIXpJQ+DrwfuGz20YuBHUXkI8DXUkq7LqI/G6Jvkzk+8/uhbbBTQPMl0mrNjimsL4tnq9VxLL33Vqtfa7bT6lx5C62az4lFjYaagoE5crECQ6PVtT11RSZYGYs6DDfSuSRdQOeWdC1dOlWA7eiUhios8nlbFMqqCVTWzB3t6f7SqmCu3c6ir1UzvpqB8xY1ToZWf0OToaUftsKisFeOnNDa20bmeTi10SJ/VSjdY999WNyjhcumVWperfo9U1IWIuh5fRaVJWlz4JSU0lXAYcBBKaUnABeIyOqU0ldSSm8HbgvsX9uIxQPtufnWvHhqhL3cRp4jd63S69RSU3iq+FoVa8tCSCnFoggb+Ma11LwoLa7l2YY3mr7ZNWNiUYyyJluN5r23uN/UMLT+auJ5yNRHTVHPmvUYMQzDIrIkBU0WbrMwkYOvz+uYzL6tuugNrdBdq+M4ZWJOgmAxtBzDcNHRz2lSvvyNY989rhgGK7R8SK1OcTz9RC2w8skvvfcat5wcmnM45awhVrQo1PUpsJq+2Z71LGoYmmA+lv6Cb5816zBE0HOgRbgkrU9YGIImsdpIW33xaCkyY3oheSvpOVq00Fm1702LQnuN4tXifYCvBdh7Dw4WT8sWhv856tlNypfbH/eecVkY5qjD8Hq6GgzbA88QketTStsBZ4vIvedtR2uj0dzgaxjaiV8NpS8Yqxdlzqc4lx2rD88AzNxasTixrqGmKql3cKRWAgTvbE+a1Zk1A+Q191rN/ubQFHStfMZL28/FyvVR3H7FHuzpatiqQugd7+Kt3AaLx7wOg4i8KaX0w9nPW4jIU1NKm9DtD/cTkT+etx0tC4PmgxYPzcoMbbxa3eA922j1hL8Gzfkd2toOxkGra7hFi9vUn8VWx6VlC8OFRz6rSQvDDm/8O7cxW5hLUk8dhn2Bh4rIWSmlo+kUh8cC7wFOLCncdtCqHVbsfKumzFYDMFvcTLytK8E08XbxGVrcQQ1DE05b3B8DP7z3CG80n4dQGMrxVBg86jA8ENgVOAv4KXAP4CHAnYHfTikdJCInz9OOhflP0+zcqltOKUPzOdUUqsakxLWqwGoytCJhNYqBFlbzq2nZspgvz/5637tmzv8cYyr+12q/NBlinwMdzOswAF8GDkwpnUgXx/A8EXkfQErpjHmVhT5UMxsZCMGaWSJyPvmqp3cVvsal7XtnyKhZKxb9GpoCW1PQzUKoyn2n5lql91gTv2GhjPf1y1MIbDV4PDfvNfVgcmhmUuu7x1w7Fnu9557WR838Di1LYZAnsiStT2RJ2gBDM5+Xtt3HFDaZobkbDK2/mlg8i320OMZTEBLGFJg5tOdX08LQ6j2OhSHuBS27JP3wsGc2KRz/5l+9b1wuSVYMzTXG051kTGZfTTzrbFj4nw/xJWKBp5JeY2HIrhXHCtvQbiYoiwq6Nf0a2jPX6j22evjm6XIWSlywaMLCoMyU6wfUmLxbVe68mfIGPxZhQLP9Kcx7sFiGWKA0WJ9W94iafrVsYfjBi5/enHwJcM/jPziuLEnL6jCcCewDXAJ8S0TesbwOA/BoYHdgI+D9IvKledrJKQyap0sWaAY6auYyzwn5ff7nnrTa35r5Le2zRU72mnGsuVbpd/pO7DXnvtSfvKa/pdTcn+Z6rLmX0mtprrvSPtVcq7adUiwqxVvsnRb7dp/QapFQwOL56cNzrfS1ffLaC0NhKGSMCsPSOgxfBv5qpiicBLwOOIdb1mH4BHA+sA1wtIhcMU87FnUYcrRaICZHnBSV4VnhFMoVv6FZcLzXo+cp3RBToQbBUrwtccH6tBqI3kdYGMoZncIAt6jD8DfAI4BVwJ2A1wB3XlaH4d3ATnQpV3cTkVfM08bQgp5L8RYsWnR76sPbVDuWAPmgPYb2LE4B7znxTAIw5X2o1UNBTayK2basMPz3i57WpMJwrxP+flxBz8vqMHwWeJ2IfCGl9D5gE25Zh+H2wEXADcDPgI0X0Sfwr96bI9e++4vHoH3N8fJ+iXkHerZIKFFltPosjmmMV6Lm3r2VtaHtN5p1X3K0WJejD+81lKPVYPfAl0W5JD0KeBFwFV3thYcC1wI/BN4C/B1wObM6DMBTgN2ANcAxInLRPO1s+sD9Vuy8pgasiXf7QVtYCGg1fune61Hz5Fbz5HTsp7BDPDkdWoHDHN7udlMo4liKtwWptH3NWiJW9xgWhnI8LQyDzpJ00KodVuy8hSDkLfxrBmqZFHsb0dhrMUTBovRaNWgq/J4KgwXehx01jGV+NQsZagqBVjF5Wm1oxnK1mvzBO8NbKVYpWltWGL7/gqc2KRzf++0fCYWhBq0YBs1sRFaMRWgOyvA+EcoxtPUY/Q1aotXnOlgs3pYa730lFIZyQmGopMU6DEEZ4eMeeBBrpYwYr/YIJcMHKyF/Cs9cKAzljE5hSCltDHwOOAJ4FnAj8HPgWOC02cd2pMug9DXgQOAXwBdF5PR522lRYfA+MQiCW4u3IDKFF6Un3vPbImPat2vmN9ZE4EHLCsP3nvenzcmXAPd55z+MTmF4BXA/utoKa0XkzSmldwN/KSKXpJS2Ad4IPBf4APBtYAe6bEoXztuOZwzDmAgBbfjECz9YJLFHDAfv2CgtxqTEBSsTCkM5ngqDelrVlNJT6BSAjYHNge/N/nQJsO3s/0cCx4vI2pTSbwGHAJsBx9FZJOYiJwydWrhham5MrW5yfXEaFikbg8UyJsUghNP2iLGfH+93wNDcYiyyOnkzNCXOKiHGDeedWny9wI9F1GH4U2A18BDgauCa2e/vCvwkpbQJcA8R+dbs95fQpVy9bgF9uQVj8pcvPVH2LPRm1b4F3ukicwxtDVspsK0KPGNhaHuqheA2pnnXzGykSatj3OpeUNqvodX4WAQ3r7nZuwvNschKz68CzqRzO7oBuFREjk0p7Qj8uYi8fPa5RwMH0SkMJ4rIN+dtQyuGwftEKBgOra6V3Au8LwVgrO3h0+p6DNpjaKfcVuTGJZdWdSyHX9qMrdKzHLBXky5J6W8+Nq4YBityCkPpwtVMqzrE4kel7WsGz2m2kaPvWp61CLytUa3G+ljlE/dsu1RIqZmrVk87c3jOe1/7YyrQ1iLe45ij5t1kUQDP24VrKnUYQmFYn1EqDEEwNcYiPARlaFZ3bdUaZSVUtciYLEgxJ8FyWlYYvvvcJzUpX97vlI+HwlDDWBQGi8qcmhtZZOQpYywvylaJF7gOrZ70BjoM7TkZWn/B9904xPEKhaGcUSoMS2oxHA78D3A68GQRuTyltCnwFrq6C/+QUnoCsDuwEfB+EfnSPG2UplXVLPWuSa5ffZS6KPRtJqXtW4xXX5+856sUzfktbaPvOhbPg2a/NKm5R4t+lWIxV9pY9LnUBdJ7PbZK6bu09juelK4V7zY09y6Luerr7w3nnRoKQyFjVRjW1WI4HngacH9g35nCcChwT+DsmcLwCbqaDdsAR4vIFfO0MRYLQ6toxoKE9aGMKVslLPyANWk1dmVotLrmh7YecwytX97zXkOr99Jqv1q2MHzn2Xs0KV/+1ns+OS6FYVaLYS3wAOAMEfl6Sum9wGEicvnsM38BXDNTGL4H7AQ8ENhNRF4xTzubPnC/FTvv/RCU0urDHOjQ6vxGv+Zv26p9T6Z875rEwcnKTOG5tnBJanXfriEUhnI8FYZF1GGAW9ZiuBfwzA18/iK61Ks/oyv4NhdDfEBWYiz3YcXQYig8M6MMUQj07FerY2LBlO9dkz4XjOMN+9EaU1hfU65BEYyfhSgMIrIP/F8thjPm+Mq7gL8D1gDHLKJP2oxJy9fC6mStVcXAgikXkdLEMzXhEE87x7LfWdxHzbVaPQQZ2rwPrb/eWOwRffEQJ6+9sLgdK9auadLA4MqgsySVuiRZCAk1mUYsCsSEmbwM76qzrebg1mKIlo8cms98Ds2aGa3mZK/BM37E0/0EhldYLDIItYf3XtCyS9J/7rt7k8Lx/U/7p3HFMFgRQc9BENTgLegGw2EKvvdjJ1IG+9E39i1nSQqFYX1CYQiCFWjVRSAIgrYZk5AfivU4aNWdsmULw7f+fLcm5cudPnDm+BSGvjoMs78/Dni+iOw5+3k7ujSr9563jZzCYLVhx2YazEOcbg2LoT3XQ+uvBZrufn14Whm859fbnaXFNkrbtmq/VUJhKGesCkNfHYZ7AM8BHiQiT0wpbTL73P1E5I/nbaPFtKo1L50arHzpF912q3hbGFoVEkoZy30EKzPl+Y2g8sUSQrYfVusxFIZyRqcw9NVhAK6mUw5eDJw+UxheC7wHiSMMVgAAIABJREFUOFFEnjhvO+GSFAR2WAVpB0GgTwjgQWu0rDBcsM+fNClf/vaH/nlSdRj+iK6i8wnAb6eU9p597s6znw8SkZMX1K9ivE+ap0rNy60vE1SOscxjq+kihyaIjEmoir3Lh1bX0NDWrzeae6rmsxjPdeDFQoOe19VhWKnS8+zvZyy1KCz/eUNYWBimUChraEzZF3Xsvr5TZ2hj32r64aERQmBwa2k1BqfvIO/ktReGhaEQTwvDoLMktRjDEATLCaFKh6EJ00EQ/IqxPL9T2GutaNkl6fynPqFJ4Xjnj/zL6FySmsQiSK2POAWen1YzXVnNu0Ug+ljWkGZRQs35HZOiOLS1opl8wmJ+h1aQUXPdtWpdye4rmSKKVtTMe6tjHAyLQVsYatKqroT3C9ziYR5TpefS8bIQAmF4lVcthKpgONTsEUMTdL3xdHFt9R0Qa2g4aKcrbrlwW1gY1selDkNK6fXAFsD2wDOA/elSsG4LHCci587TRmkMQ5gS/fAO+sp959TMaZF3YFuO3BrOKSt97XufOmnOSaQGXp8QqoLltGiV8D6wG9pz4v0u1aRll6RvPuXxTSoMv3P6p0epMPTVYfghcDawhYg8NaW0t4h8OKX0IDql4hXztKFlYaih1c2kxRdCX/vem3WcsgdTw+KZszrN9hRCc0p6TuEFf1fHUsZy+j+Fw8Ih3mMoDOWMTmHYQB2GK4E/FJGzUkpH01V3PjultDVdqtUjReTiedqJOgw6lJ4yeJ9KaDKmeyllyvfuiZWbSY6Y38UyRMGtRSE/GD+hMJTjqTB41GHYGdgVOAv4KXD7lNID6Aq5vVREfrqgPo0KTWFvygJE3HtgjaYQVuOGN2VarVeSw0r58LZAr8QUlJUhKpdTYe2aJvUFV8zrMNApEn8HXE4Xx/B84LvAucCNwGdE5LR5rh91GNqiVbO6N54n+a2ux1aTAwyNVgNZvYm1slha3VdyxH5ThtW9t2xhOO9Jj2tSY3jgxz8zLpckK8IlKQiCYBx4u8V4tx8EUyMUhnI8FYZJ1WEYSwCXNlO4x7EQc7U+QzvtDNqk1SDi0mvl8Fa8csQzOhymtNfeHC5J6xEWhpHhXUxo7Expw1zOlO/dilafuVb7lWNo/Q2CKdKyheEbuz+2Sfnywf/02XFZGJbUYHgZ8CK6uIWbROSQlNILgEQXv3AwcOTs522A1SKy97zteMYXeOeULiV8nXWYssBhcQpaw5jmRDPtZk0hQa19zWKvrbmWJmO6R88aMt6HWZFprIxQxqfLolySXv7/2zvzuD+K8oB/wxEOASEeIFSJUPPQgshZigcgSrEF5LTK4RUFISLIbZF4gSKHIigYlIJAERGKWkEptqJYpBw1xYr0UaQgGkBAATkkIbz9Y/c1r2/e3d/OZHZmdvf5fj75AGHnN+fOzjPPBSwApgMnquodInKliKwB7Kiqe4nI24E9VPVEEZkGnA8c1VJ7gHrnJtcNM3VirxyzCvdJKEnt8BZqU/aZk5B9d3UoBPfEbakPW1XECAIQeh8KNV59OjykjKz03G3nBL0Yq6TinTvD/ZcqyTWqU8gs5n3HZ22NyPS8LM1plbHFz6ZuQnYEN0mqyMGwH/Bi4GLgw6r6HhHZCdhYVT8jIrsBL1HVs13qimGSZBFu0hBL+Ag5vzl+YPokxOVKSpttm9/2yfG97hO5jm+u7Up9mRWSnE2Sbv2712VpkrTVt/69P1GSRORSluRguAO4B/iZql4kIisCX1bVN5UahqdU9asi8mXgXar6lEtd0zefPWXjY9y+h7w9TB2ONEczBMOYTK4mDYZh5MEQ3us+9dEEBnd6JTCMU+ZgeBJ4OzC//OuDgYOADYDVgANVdZGIfENVd3etw5ye2yXGxhTjtiTkLWzqG92ufSxybe8QhI8+3US2TazLjq7NSYyLsVzfudTvdcr6Y11i5iww3PyGHbM8X/7VNd/tn8AQAxMYhknqjTwlfel7LCdeV0xL1g9yPWzZGjKakqtwGfLdMoHBnZQCw6DyMIQkpASeemNw7UvVwc0HVwfXOnL1RwiZ/8OV1NqV1NHEQt52xoj45MrQc8i4kjoXT46R/XwI+Z74BEZIfWiOQa59jKFBMvLENAxGMIZ+s1bV/xwjWuWMfXiMpthaCUNKQaZrDLnvoclZw3DTTq/N8ny5zXeu65+GYUQuhk8CawLTgDmqulhE1gWuV9U/X9a6Y9jfxbqtiUGoj27ofvTlMDBkwcBnDmM426cONBCSvthz9+V9T03Idy50GM1Q2JpwI0ZoXpuT/tOmSVJVLoaVgJtV9UoRmQesJyL3lc/f3WJ7vGJdh6ojNXXq3UczPdCmNOEawobp+hHxMRGIMSax4ruHMrUIbULVtXVXhU8/QplH5HprHGsfSm2CGYooCd0qzGjr6q/SMleZ5ELahH1VZ4K69WgCf/9pxSSpLheDqp5SPnMcsDOwG4UW4gLgLFXdtWk9ZpJkGIZhGIbRPXI2Sbpxx+2zPF9u+93v984kaR+W5GLYUETGczGcUmoYtiz//S5gTvncC4CXi8jBqjqvpXYZhmEYhmEYhuFAq07PNbkYTgeeBWYAR6rqgvL5q0zDsIRYUVlSRj3INYpOyHpimaaEqqOKXM0j+mQ+1hfTkNT0JbKRD6mTioaiTxHAYqzHOnJddwvnn28aBkdSahgsShLpN3jDMJbQtcOAYRh5kDLZKIQNE56SWCFtczZJ+uH222V5OH7l9683gcGHvmsYfEiZOTnXaEBD2OBjMPS46FV07X2IQch3LlaejRyJpSHsmkOy0R3q1l3OGgYTGJZmUInb6j5iruQakafqY3yGcw1hcT1UxTqcun6sfNZQXSSMKkJFiPI5uPkk5quqJ6RAljqUceWBJ2HSuli49qX2Ha1YK64RZuroiyAR0iwnlpln5XxV7AVdM8NLvQ9VEXKvd03ECdV9CZno1UhLaxqGqjwMwEnAp8rHtgEOU9Vv++RhMA2DYRhDJvWtca6E1PoMQYOUq59GjvNomtZw5GySdMOrX5Pl+fJV//GD/pkkichcYCNgHvDQeB4G4C2qulBEZgEHqerRIrIixSX4Rqr6+qZ1VAkMOcaB9qk/9WGgazc/PuTarhjkekiIQa5r2w6nxrIyBAfbkHRtPfZpjzCBwZ3eCQwN8zBcTBEh6UERORGPPAwHT5s5ZeO7+OKkpGsbZtcIucHb4dToAnYLG4Y+CemGMRkTGNzpo8BwKUvyMNwBjOdhuKj8/+sAH1bVQ0TkBcBF5TN/C5zcNA9DSpOk1IfsGDbjRhi6djDvWnsNw1hC6m9TSoagEekaXXV6/sG2r8pSYHjNjTf0S2AYpyYPw/bAeqr6hUnPJ8nD0MUoHH3JkRADu+3sB7muR9dDSur2hiTXOQmJqzO27SlTM4S1YiyNCQxh6a3A0DZVJkk+UWlS4hoRB9yjGNRFKnCNsNOX8YU4iYl8DhahDqE+wnDIefdpV9V4xVh3saKWVOETncSVGAe0kEJ6yL77rC3XKC8+77XPN8C1fp8oOiHxiZbj+j7k+v5WEcvn0XXd181VyLDIJjC4YwKDJ12LkpSro6UrZrLiRtdu1mJ8KEOSaybvGIS8VMh1PfqQ8kAZK+R2rvPV9/XVRbOnXN+HnH0Yrt/mlVmeL7e76YcmMPjQNYHBlS5+LEIx5L6HpGuHf8Nok9SH2dT1G2mweZ8aExjc6Z3AMCEHw4eBQ4DfAXer6qkiMp0iD8P3VfUKEXk18G5gGnCiqt7ZtJ4qgcFuwNulT4f5IYcWNYy2ML8hIyds384TExjcSSkwtJXp+XhgQfnvZ6nqjSJyNXAqMIci5Oo4xwJ7AesBx5X/f5lwteG0D5gbfdpgXfuSuu92UxWGrpkH+tSRMgRvrMRaOTokD11YynGPynV/NEEmX55dnKW8kJTgGobJORiAHwGXAfer6vvKZ94BPF5qGL6pqruVydsuV9U9mtbVd5OkrmGbXzhy/Ogabgx5Dm0vmJohrIlQWts+jYkxNTlrGL631bZZni93uPXGXmkY9mFJDobtgQNV9U0icraIvExVfz7p+adLE6Z1WaKVMDpIrrezXWTI/Y9hJhZj3aXWMIQkRujY1H2sIqQWwzUaUmoHap+oezhGXMp1fs0s1TD+lNacnsscDFdTmBw9VP71oaq6eJKGYUfgrcCqwLGqek/TOkzDYEwk1wPHkBnynKQ2IzLSkOuBMtd2GcMlZw3DdZtvk+X58rXzb+qX03MsTGDoDuY/sjRDt3XuGq5reAhrfgh9NNLgsz/aeuwWJjC4YwKDJ0MWGGxjNLpM6ttOu8lfmtRzkhKfpGZ9H5OcSfn+Dvk9CY0JDO6kFBjaipKUFFd7W5+shlXEsFsGmB2sFvf6Q0ZZCfkx9slQnOvhNEb0l1wPzTGE4ZDrqwqftZ0yelNqf4iU2cofrVlb5zt+T0L6CtQR0j8npI9KyMzcPvWnrDulP0QMQcZnbuvOV/PG7l6G1rTLmEVJWoo2fRjqcjF8EliTIvfCHOAMYAYwE7hBVY9rUoerhiHXA1KuxMho2cWsmTFIeXAcgvaqa2FVU9OXNWFmgGHINdCAMTUp97u6tbJw/vnZahi+u+lfZSkx7Pjjm/tnkiQic4GNgHOBRRNyMewK7KmqV4rIPOATqvpLEVkZOA94l6o+3aSOrpkk5bphhroRSt2PXMl13qvoWnboPpkI5BqxpWu3xrmOY18Y8ngNoe8+2nof7XfOJkkmMCxNKyZJZS6G24HlgSeBH4nI5cBdqjoGXCkixwGzgIfLYgcClzYVFmIR8kOZo4ox5G918dZpyOE1K38r8U1rSlOarh0GhtB3n3aFTMgYI6RsDFLvzzHMnlILhDG+JzG0fVW/5Wqe12UscdvStOXDUJeLQYDnqeopInIXsB/wRWBH4HMulYSyi49xe1ZHVT/qDm6ufffx0wgZmzvGh6c2NngVjj4qMeypfYhRR9cOHKFJXf9UhDwIhTw0e72LFfgIsK57hI+fk48mrooYfgc+9ceoO8YhP7UQF3IfrFqrPof5kD5xle9QzXuSsw+DsTStRkmqysUAnA08S+G3cCTwGHCuqu7v8vs5miTleksXgyH4IwxhfmM4u5u9ePuk1t5VkWu7DMOopzYQS89Mkv5t462zO18CvP72W/rnwxCD6ZvPdmq8z02Gz41UKOo+oCEPYjl+wENvTDEIqSavIkZkFJ8b1SH7MKScd5uTMMR4F1OT2nwtx+9ManJ9T2LNb84Cw3f+YsssD8c73fFfJjD4YBqG7tC1W+sYAlkdKf1K+oQdUrpPSDPAvlyoGEZumMAQh5QCQy/zMLjSxdvsHIl1OHUde5+kTFW+DWd41BPSBtt1HEP6lfjYbIfUxIW80U0ZMjhWHgZXYt0quh7mQ9p5V72/uQrWPhqklIE6YpHSgTokIee3a47VRvdIlYfhWGBt4LnAP6jqgyJyALC1qh7etA5Xk6TUuJo3hXQcrCOGeVVIUpqJhZwTnxB1Pn10bXPIOnKdk1zXfK7zHnLvSjn2Pu1KOSd1pHy3Uu8RMdZ2SIaw3/iQcx6Gf521RZbny51/9qP+mSTV5GGYDVxAEXb1KVX9kIjsAmwCvFhVD21aR44mSSFJfevVNVW83YosTa427nV0bd3FwMakXWJl3HWtw74B+ZF6TvpEziZJJjAsTSsCQ5mHYQzYFLgK+BFwGXA/cAlwVBlm9QPALar67yIyEzi6KwJDDHODrsWO7uJGmqt6ty8f6pT+JuAeMnjIdPH9dSX1exWj/pTmdj512EWPGzFMznzCdPusYRMY3OmjwHApS/Iw/J4iD8OdInI28BkKM6TZInIgcI+qXts1gcEwDMMwDMPwI2eB4ZoNN8/yfPmGX8zvl9Ozqu4Lf5KH4WQRGc/DcBfwoIicRZEJ+ktttMGFIdys5UqfHPRy1CB1MTdGyhvHGKYpuY5vHSHHPkcn01gar1xvzV3HxSuQRAWp3wfDMJphYVVHEDIaQ66k7GOuhyrDjSHM4xD6GIquXcJ0rb1g69FoTq5rxTQM7qTUMJjAYBg9ILVtdOoPT98xO+8wpB7HXA9uXcPG0Y1cxytngeHbM1+R5fnyb+++zQQGH/oiMOT6MqfEDqdGbuSYI2EI74LtBf2ma/lK6si1XbliAoM7vRMYJuRgOEZVbxWRk4BHVPV0ETkUEGAVYA4wkyJXw0LgXFX9z6b19EVgSI1tckZb5Kr5sDVvDI1YoWPtHeo+sebXBAZ3UgoMbWV6Ph5YACAiuwJrAY+IyMrAjqq6l4i8HdgD2BV4P0U0pUuAvZtWkqNzpM/LlNoRzycTcd/py4Gya6F5ferwIXUoY8OITcj163P7H7KOGKQ2X4tBX75zbfDs4izlhaQEFxjKHAy3U0RAWh7YGricIsTqDODB8tEFwMbAWqr6YFl2ZZe6+vLi+kSicO17rmOV64YVK8t224QUYEPG4PY5mMdYEz51DCEwQq7EGPscTdF86o8lDLv+lk/ULtff6tr3D+LkArLLQsOF4CZJk3IwvAK4CHhB+efvgU+XSdveDjwF7AwcAzwJXKKqjTUMZpK0NLnag6bUoqT+WOQYRhLSj0so+qQVyFWANsJg82vkROpvZs4mSVe/eNMsz5e73Pvj/pgkTcrBcHDpw7ADsJWq3isiN4rI54DVgAOBnwJnUmgjTnapq2uqz758LHz6UXU7fUbI+j02uRhzEsP8JeSYdI3UwrArfRJwDDfMp6Y59p60T18ujdpgzEySlsKiJBmGYRiGYRhRyVnDcNW6L8/yfLnrgv/pj4bBMAzDMAzDMIywiMiawJpT/K9HVPWRmnJ/EqFUVReWf78Z8L7ysR+o6peqfsMEhhGYqrg5pkKeGltD+ZGrr09Icm1vjk7iqfeuXOfKMIbKs/la37yfIhXBZD4KfGSqAhURSr9a/u+tgM2Bh4E76ypuzSSpKhcD8CngHGARsC7wbuBjFBGUZgI3qOpxTepIaZKU0lEY0oaOrcM+cN3HDi+G0T9SC0UpGXLfcyZnk6R/edEmWUoMx6yxaC0aaBhE5BiKoEIAywG/UNUDRWQnYGNV/Uz53LYUkU0BLqgLPNSmhmHKXAzA6sA3VPUaETkS2FJVDysloPOADzWtoO8HmzqhIEZ0gxjCT12ozipSRhcagpOY3eim+y1X6i4Vqt6tXPvY9/3ch1yTEqZ+f6sImavFp44hr9W+sThTDUMpFFSaHk147jTgNAARWRH4cvm/1qU8m5d8AHgr8DhF8KFKWhEY6nIxqOpjwDUisimwCUWEJCgiJl2qqk83rSfUy9mnDSDXg1DVQTtolKSAc1XV3lhaF9c+xhBw+pQELmUUrBjrFNzfrdT7YMhoYrkKH7nmdKgi5XcjtYbbchcYfUFVF02OUCoie1KkQJgHfIlCCJlX9zutmCSNyMXwJuDV5d/PVdVnyjJfA/ZS1cYNyjVKUtVGV5UMzOdQl/qDmNIOOaSpVq4CVp+IcYBIKbDkeqBNLQDEwN65/LA56Tch5zdnk6SvrbNxlufLPe+/PdmYtRpWtczFcNXEXAzAN4HvU/g3QKFhuAM4V1X3d/n9vvswGN3C1kS72PguzZCFAuh/H1P3L9d2Ge0SyyQ3Z4HhirXzFBj2eaCnAkPbVAkMKW+/u/hx67t9cq4308bU9GUcU5tUxKAvc2W0T65rJaRFQK59zBUTGNwxgcGTXE2SDMMwDMMwwASJKkxgcCelwNDLPAxDuM0OiW1maejiWjHaZcjRuXJlCPvjEProSsh3MaT/kxGHXKMkpSR6HgZVPV1ELqKICwtF+NU9gI2AdYCTVfWWJnWE0jCkzncQgxh9HMI4hiSkyYp9eMKQ2oE514NbSDPPvvcx9btoDvX9JtdLBZ91l7OG4bIX/mWWEsObf/PT/pkkichcCiHgDApB4G+B/ysFhluAG4AngbnAPqp6mYhsAeypqnOb1BFKYLDNz+gKXTtspW5XFV1rr2EY/WPoZw8TGNxJKTBEz8MgIssBh6nqjSJyMLB3KSzMAI4AGmV59mEIh4S6W/4qXJOnhbw5raLK4QzSJqRKrUXJda2GvH3vmkmha1LCun7kenvoik9Cubp33vW3Ur4nsZLphVx3roQ86Ib8ZoXU+vgkG61awzmu09D07Xy1OEtxIS2p8jDsoqrnishbgBWB2yiFBVX9TdN6XKMk5bpwc71lyHUcu3YI7Rq5rkcfbN6Xpk/zGwNbQ270ZbxiCX59p24c543dna2G4csvyFPDsN+DPTRJgqnzMJQmSZ8FngGeA7wf+AlwC7AIuFZVL2ry+xYlKQx92eANwzBgGHtayuzuqccx13b1BcvDYALDVFhY1Yjkmu8gx6zNXTPBSE3qD2jIeeyaSVKs+qci9QEphrYv9Zy4Utden9j+PvVMRa4mSan3rq5ldvfZa1OPcRU5CwwXP/8vsjxfvvWhO0xg8CFHk6RYtp12oA5DjLViQpExkdTv9RCiOoUkZGKvIWP74NKk3gtSYwKDOyYweFIlMLhuTLHCW7r+Vq749LGKXPue6zx27TasipDtqiPX9RWDXG/y+yKkD0HwchWWIFwQjVzXY9c0XrHwcRJfOP98Exgc6Z3AMDEHA/B5QIEnVPU9InIoIMAqwBxVXSgirwcOVNU3u9ST0iSpT4eXXD9WfcFu1sKQep2mrt9IQ9c01qkF/irsPWmXLgoyOWsYvvS8PAWGdzycTmBoK9Pz8cACipCq0ygiJt0qIisDO6rqXiLydmAPEbmbIl/Dc1pqSyv43D7YwTEMXTMRqLphOSNgHUM4zMa4uc31gGa0i88BOMZ+3kVhOEdN6xAYct+NOAQXGCblYAA4QFX/V0QuAa4FHiz/fgGwsap+FbhZRN4Qui0p8HH2C3lw9KFrG7zrwW0I49unj0XXDi8hTahiCL0xTDD7tB5DOfGG/q2qtfKox1pxbVdqs6uUc+JTT5/ehyrsQrT/tKFh2IclORi2AU4F/hd4DFgOmFE+ty6F0GAkJsYt7BA2zK6Raz6LlB/wXPsRg1wFMh9SmswMeQ3VkbIvseru03y50jfBYHGH/XvbojWn5zIHw9XA0RSCwcOqepKIHAlsAKxG4bewqHz+KlXd1aUOVx8Gc1KbGtcXvU83CT5ZRqvoYv+NvEgZfrGLNtB9IdfvyZCxOWmfnH0Y/nHGRllKDO/67f/2y+k5FjnmYYj10XWNSNC1CCSx6nf9rdRh8Fw/Yl1rb12ZKlJ/wLvWXiMdKaM31RHSxCdUHbEwwSAdJjC4k1JgaMvpOUt8NoaUB3MfYtQf8uPm8wENWb+rQ3JqoQjHkIU+hHxPquyp6wSZqjI+h5QYWsUqYjhWh9Qc1hEylHIVPkJvqH041wNwriGsUwcgMNIQ0i8LYN7Y3cvQmnZZnKW4kJZOaximbz7bqfGpw8q5kqupVNc0DF28ZXf9rSpSC7Cp/SRiHLi6FokphjN2rAN4qLFP7bcTg1yFj9RO+ClN94ZuBpizhuELa+WpYTjodz00SarKxQAcDJwDLKJwfH43sDuwRfnfJ6nqbU3qiGGS1JePRR196WNK+2+f36pLaNO1sc+VHGPop57brh2qjHSkFrByfYf6Tqz31wQGd1IKDG2aJE2ZiwFYHfiGql5TOkBvCewErFH+v18va8Wu6nufg1vI2xqfUIquh9A6tWAoM5dYNy+h6qirJ6RZTGWYwxrNR0p1fEpfmzqGHP4wtcmMq2CQWhvks9e7krqPuZryxGhXjD6mPi/kOr8hNaoL558fpE1tYCZJS9NWpue9gTFgU+DbwKMTcjEcrar3icimwPuBA4Edge8CrwReq6ofa1JPlUlSrh99wzDyZgg346kP+UPW7hhGX/F553LWMHx+zTw1DIc80j8NQ10uhhVE5C3AK4CDVHWxiByvqt8RkQcoNA2NsM0/P3I1C+pS3aHr79rhKUbfqxiCLXtq59cqupawr46+rBXDaIqt7f7TqtPzVLkYgMuB71P4NwCcCewMbAisCHxQVe9p8vs5hlU1DGNY2OGwXXLVYhj9ZgjvdeqLqZw1DJ97rmR5vjz0Ue2dhgEAVf1I+a9vnvS/1pn037f4/H4oR7yQMeF9qPUvqMA1nGDI0ISpo22EtIt3JbWmJIZ/TsjxDWlLHsM+uI6qcZld8bxPKNQqYnzAY4QvjUVKPzaf70lIP7aQkati4NP3GGZ1Pu9prqFjq+qvXPce3yyf8TK6RafDqpqGwYhN6hCtxjDp022nRa4KQ5/6YvSXum/mvLG7TcPgSEoNgwkMGZB6409dv7E0oebER8DpmglI6uzqfREUQwrDuQrWde2qwjW/S67rIXX+jyq6No65Uje/rlqcWHOSs0nSmWvkKTAc/lgPTZKq8jCo6ntE5CJgufLR44GNgd3Kv/snVf2PNtqUWoVcRddCscUYxzpCHl5cTWNSmySFJPWaCPVbITO1h8ycHEPwCikQVplW1ZWpam9IcxKfg1ClCVXAdy6GSaHPOPrgmlk+5OG0rk2hDrR9in6WOrCIXTAOlzYTt80FNgLOAs4GbgJuVdULROQW4AbgSWAucCVwG/B84ARV/W2TOnIMq5rrxhQjR4JtGOHo+xiHvO2so+/jFSvjbspoSLnuqSHp2vueek4s+lk/MA2DOyk1DCnyMBwLvERVbxSRg4HfAh8HNgE2B3ZR1blN6jl42swpGx/yJjDXsIEpiXFw85mTXG/yDaMthiBEpT6cxiB1IAlXYszJENZ2rphJEnx69VlZCgxH/v5nvTNJqsvDsByFIHEj8AiwEnAvsJAi7OryTSsJtXhjRUnyiU7iSuo4/aFuh33qjhGnv44YgoyPaVfXIty4mhF1rR+QVogNuYaqCGnaVUfISFBVOJt2eYxjrhFmUprx5urDF+u9Dml2FdJMrAqfyHc5Z3o2liZ6HgZVPUlEPgs8AzwHOAzYHdgFWAx8SFXvbfI+nsQaAAAYdklEQVT7fXF6NgzD8GEIt+8hMS1kfvjMSa7zGPKyI0eLhNDCkmkY3EmpYeh0lKQqk6QqYtxQps534BNn3NlxMODtnc+NW4zbzhjxsUM6BMfAx7nY1WnRp0wszZLrexrDoT+W6V7qsa8iZPCJKlIeAmOZ5YTUALt+B2J8l0P6TIXU5obcB0PmIQq5d3U1rOppq+UpMBzzuAkMXpiGoV1yvcXpC7marORKasffKoZwk5/jbWcsYkTkGfL4GlOT45oIrdHMWcNgAsPStJrpuW1CvVBDV+tXjqMdWp0IGXoyR3IVcELesleFkYR87cxjkOtBN0b9rms79Tcj9Zx0jRjalb4Il7aGhk2bYVXr8jB8AlgFeAlwAHAgRQjWdYCTVfWWJnV0TcNgG3m/yXF+hy4M950uzm+O74nRb7r4ngyBnDUMn3zOy7I8X37giZ/3UsNwPIWj8/LANIqoSbeW/29f4Hpgsao+JSIPqOpZIrIFsCfQSGDIkT5tTPZhdyPHcK82V/2mi/Nroaq7Q9fGN6WPl2H0nRR5GD4AzFLVfxeRE4DrVfV6EZkBnAkcp6oLmtQTSsPQp0N+SMyHwY2+f1xzNTMZ8vvbp77HeH9sTwtDn9ZdrqT8nsQKcrBw/vmmYXAkpYahLYHhUpbkYXgQOFVVrxORzwNfAXZV1WNE5CAKLcQvgSMohIXfNK2nayZJuWIfUaMJdkgwUuDjO5Or8B5jr82174YxmZxNkj6+ap4Cwwef7JnAMM5UeRiAU4ALgYco/BjeS5HU7RZgEXCtql7U5PdTCgy2KRuTsTXRLqnH1wRrwxhNqPck1yALhhtd1TCYwLA0FlZ1BLmabfSdWPHlUxIyZ0dIch3HGLkT7P3tB6GyDdcR8j3x+a2UazjX6D65vte57qlVxGqvaRjcMYHBEzNJMgzDMJqS64EyV3ySceZ6CDbyI2eB4WOr/HmW58sPPXVnL6MkGcZI7AMehtRJzYac+6Rrt4dV9MkEpKovllvGDZ/svYZh9JPWBIZJeRjeCTwJLK+qR4rIdOBTwPdV9Yry+QOArVX18LbalPrDHvJQ55oevq6OUFFpfPqR0sQG3D+IuR6cunbI9iFX4TLXNeFK1d4BcEbEdkymTrgMZWIUS4Dt2r4SMqmnq5lY3Xo0U8N26VOgASMcbSZum0uRjG0+IMBTwI2qeqmIvB/YgCKk6hUisguwCfBiVT20aR3TN58dpPF1GVzrNq1Q+GyYrr9Vh2s9Ph9pVwHHp/4qYrUrJT5zYjHLh4lPeNohY+O1ND4XUCG/cyEJ2a6QgkzIrNFVuH5L68bEZxxzdnr+SKYmSR9JaJIUIw/DM8DvVPVsEfk6sJ+qPiki7wAen6BhmAkc7SIwdM3pOaRWoC/4bKQh58S1/lzNNkKOo8+6C5k7IYZjasjDgCu5OoyGZAh99CHlftO1W+PUZos+e0euDtwprQjqyNmHwQSGpYmRh2Ft4ARVvVBELgQO6ZLAYBiGYRiGYYTFBAZ3UgoMrfgwqOq+8Mc8DN8FDhaRzYCfqOqToepxvWnuk9mGq/rPx+wqpQo5hl+HD6nN11yJpV3Jse/G1KQ2sXHdV0JqG0MS0va+ily/P0Mgxvz6kNK8N3Qd88budv69WCzucATRthhUWNUhqLyHwBDU5F1bq11z5gzJENajYRgF9s6FI2cNw9yVN8zycHziH37RL5OkWLg6PdsH3FhWQtrexwhTGlJTkzohVRWx3qshC3ExbO9D3qb3RXi3C4ow2Hc5T0xgcMcEBk/Mh8EwDMMwDKN75CwwHL9SngLDJ55OJzAkycNQ/v+/Ad6rqruX/+2ch6Hv9p0xQqTGIqXdcp9CAMagT+suJD636VMR0g44RuhHn/qHvIZsv+kHPms4Rl6flD4MdfV4hlV1rt9IR6o8DOsD7wK2UNVdffMwxNAwDNk2e8jECGlXh6nJ86PvZhuGYRgxMQ2DO73TMJR5GG4HlgdWBv57PA+DiHwLOA44AvhnAFW9WkRuB45uoz3LQpV0XJX5NIZdus9vGW50LQ+D0T6pY5Yby07quQqZjMvWVxrsGzAMLErS0rRlkrQPk/IwlH//KPAq4PnAmcDLRWRHVXXXi9UQ8qOQclNO/UEYgnbFda349N3HBCSkk2kVMeYxdUK5GIRsVwxH5Spi9APCJgkLtVaeu+2cKAKh6zymXvOp38WQ81uF62/16ftnGC606vQ8MQ8D8ACwQFVPm/D/r1LVXct/n0nLidt8DlVVxIgY06fbpVA5MyDfg24VMQSvXA/mqQ8cMbCoTuno2qVG1zLLp852XMUQ1vYQyNkk6bjpG2SpYjhl4V0WJckHi5LUfXI96BqGYaQmlqbGMFKQs8Bw9Ip5CgynL0onMLQWJcnoDl37wOTaLmOYdO39yRUbx6UJaQJpGMtKn6weDHc6LTCEDC9WRerU6a54hTmsKOM6vl79qPitkCFz69oVtC+OhExeFiM8ns9vDYGq8co17LNP+EMfPxzX+lPuBanD0/qYpYbsy5DDusZYE7mGVQ35XruGDAaYN3a3cz1GOtoMqzplHgbgFOBT5WPbAIcBLwF2B34LXKyq/9qkjhwzPQ+BrtkN+5BrH1PewubqWB2LHNdErlHZQtreD/lWc8h99yGlX1boeoZAziZJR6zw0ixNks545v/658NQl4eh/P+zgINU9WgRuYgigtIKwEdU9YEmdYTyYQh5g2UbxtSEdPh2vaWrY8iOv7k667piH/CpyXXdVdG19hrdYeh7RI6XHWACgw+9ExjKPAxjwKbAM8DvxvMwAPup6pMicjFwpKo+KCJ/DdwCvAw4TFUbnWRcBQZzsE1H1w6nfZn3oX8ojTD0/X3oWj9SY/uKEQITGNxJKTCkyMOAiKwDPK6qD5Z/v72q/qeIPAKstKyV9yUPQx0xPnwhQ+rlOo5VdK29VXSxH7nehrmSa0jMqrrr2vtox8a+ii6+DzkSw8fL6Ad1+0rOPgyLsxQX0pIkD4OI7AKsp6pfKJ97N/DXFALMx1X1501+38KqpsHHhCukc9UQzIVypE+3irnGlw+JrW3DMHImZw3DYcvnqWE4a3HPTJJiUeX0bAfKdonh/BrrcBojekXXbsZD0qf3J7VDZdt150qfBFUjDbaG8sQEBndMYPCkSsPw3G3nTLkJVP390HEdryNW2WjKm9hRYzvVpm3zYUwm5Xtqe0RaphK6hy5w+6zHkHut7dtGW+QsMLx3uZlZHo7PfvZuExh86ItJ0tDDVfadXG/Zc40QlWu7cqzDMELQl7Xal34MBRMY3OmlwDAhD8PVwGblX+8IvAI4ClgTmAbMUdXFInIAsLWqHt60jhgmSV3DzGLaxVTbxhCxg5hhGKExgcGdlAJDm5mejwcWAN9T1dNFZD8K4eEh4GZVvVJE5gHricjLgfUoErs1xtWRtmsfN5/DaQzBIOT4dm2uYvhPwLAFvK6tiSFgY2/khO0RRttYlKSlaUVgKPMw3E4pAIjIisBbVPWN5SNXishxwCzgYVW9WkRuB45uoz3j5Oi0WFd/rM0vVOK6WFlnQ9XhU49PHSG1Pq5rOJZGJEYoY59xHLITccqElKmF4ZDz3rULEktE2i65aplzbZfRH9pK3HYpS/Iw3AH8CzBdVS8RkZWALVX1hyLyJmBNVf2iiMwEjlbVQ4M3yDAMwzAMwzAML5Zr40dVdV9VPRi4CjgT+CuKTM6o6tPA20TkHGBvCjMlwzAMwzAMwzAypNNRkgzDMAzDMAzDaJdWNAyGYRiGYRiGYfQDExgMwzAMwzAMw6jEBAbDMAzDMAzDMCoxgcEwDMMwDMMwjEpMYDAMwzAMwzAMoxITGAzDMAzDMAzDqMQEBsMwDMMwDMMwKjGBwTAMwzAMwzCMSkxgMAzDMAzDMAyjkhVSN8AXEXkjcFD5n2PAPFW9ekSZLcp/nQYcBpypqj8aUeZg4IfAR4GngX9U1e/UPP824E7gSAqBbJ6qXtugPy8E1gHuU9UHRz0/qeyGwF2q2ihtt4isDaygqr8e8dzzVPVhl7aU5dYBng/cq6qPupbPpY4Jda2rqgsaPOc8Xjn2Y8LzK1Osk8dbbFOjtRignlbekfLZKPMuIiuo6jPlv6+qqk82LOc8jy5rZRn3Lqc12XVEZA1gS+B7qjomIluq6n+NKPM8VX1YRF4LLA9cp6qLa56fBqwHPAzsB1ytqvePqGNnVf1X1/644NmuPwN+DewNrARcrqoLW2zjDqr6vQbPxRgvn7XS+nj5tGtS+UZjbORHZwUG4O9Uddfx/xCRfwRqBQbgdIqX6U7gL4FdgVqBAdgQ2AzYH3gKOBuoFBiA7cpn9waeBL4A1AoMIjIXWB+4H3iRiPxCVT8xoswxwPbALyg+ItOA944o83ngP4GdgMdE5Fcj6rlNRI5S1cvqfndSHQcDmwAvBP4gIj9R1VNrnp8x+e9U9bcZ1HFk+a/TgL1E5J9V9dN1ZXAcL9d+lGWc+uLTDxH5NLAAeBXwexH5H1U9LXC7XNeiTx0x3hGIM+9nAeuKyE3lXMwD3jaijNM8eq4Vn73Lp54ZwLuAF5V9OldVf1/z/J8D9wBvpbi4uazu+bLMXpP/TlWvHFFmBWAPYN2yXV+rO8wD5wE3AvuLyEHA4YyYR+CTIvJriu/Pw8BngPfVPH9O+c+XUayTT1Mc0Ov4rIh8HTilqfDr0Xefdp1MMY/3Ao8AZwEHj2iX0zyW/V6OYj1uUr4nbxzRLqfx8hgr8FsrTuMVq12eY2xkRpdNklYTkS1FZG0R2QyY3qDM6wEFfgzcoqofa1BmTYqXb33gz4DnNSgz/syqwFpN6lDVd6vqCar6LmDtBmXWLwWmF6nqoRQv4ihWA7ZS1QNUdQ6j+3IdsJyIfENE9i0/wqPYpGzPw6r6NuClI57/OnAR8Knyz+kOdfy2rGODFupYi6LttwIPlf8chet4ufYD3Pvi04/lgC1Udc+yXS9uoV2ua9GnjhjvCCz7vI96R6DQEOwD/EpEDmjwPLjPo89a8dm7fOo5HbiJ4tB5M8WBs47jKA5PTwB3U6yXUexAceGz+oQ/oziHYp//afnPL454/j5VPQM4Ezipwe8DPAqsoqqnqOp5wLMjnh9T1UOAa1X1CuB3Deq4iaLtZ4jI2SLy7gZlXPvu0y6AVVX13FIgb6JV2wG3eTwbmE9xyXdNw4Os63i5jhX4rRVwG69Y7fIZYyMzuqxhOJzCrGgd4JfAMaMKqOqzwEnlDcSaDes5CTiK4jbkPgrTpDo+C2xFcYP4AeDzDeqYLiJHAb+ikPRXalBmhohsA7y5NLd4foMyGwFjIjKrrGe9UQVU9VIRuZziFuJAig9xHS8qb1ARke0pDmB17A0co6rHjmrLFHWMich2FBvdqDqOVdWRa2QcVZ0rIrsArwV+o6rXNyznMl7j/Xi2YT/AsS+e/VgN2E5ENgZeAswM3S5AAETkZRRrcd0W6pghItuo6t+LyAY0e0d82rWs8z7qHQFYQ0SkrOdEYPMGZSbO4/qMmMcJa2UHmq+V6aXG4NcUt/8jL24861k44bk7RWTUzfQTwKJxrY+I7NOgjqOAOap6YYNnx/mDql40/h8isvWI51cUkb9R1WvLeXlngzoeAHYQkcuA3wOjzL4eFZE9VPVUEdmWhheDqvpz4G1SmONt2aCIa9992jUGvLr81r2CZmcWp3lU1e+IiAJn0OyCb7ycy3i5jhX4rZUx4FUO4xWiXe8YVcB3jI286KzAUKoBP+xZ9kqgVtU84dl7KASTpr99G3Bb+Z97NCzzPinsU9cGbi6l91HMprjdGxORp4BDGtSzdXlw+h2wBvCeEUW+WJZ7Brii/DOK9wCvBi4AZjB6k3sjsJGIvFZVrxORj6vqB0eUuRE4FdiXwrzs3hHPb0pxeNyH4jD3TVX9XF0BEXkdsBeFRurtInLbqDLAhSJyHnBNWc9VI56/FDgF+AhwAvDNEc9DcUt8qRT+OIczwg+nfO4+4FvAD0TkHFWdP6KOC4BzKebvKxTCxij2BS4XkW8Di4AvqGpd/y+hmMezgYVAE3OevYF/EpGv0cCfCPgBMK18fnWKPo3iAorbw09RCHBNyvxQRDZlgp/TiOdvA1ah0Ch9kGYar1dS7tflgfuuBmU2oziUPwHsTL0Zy0T/q1cAu4rIV0eML8A3KOZuNeA/gE+OalT5bs2mmJMdROQyVf23EcX+TUS+RbG2FgNfHfH8fAqTiRsp9ruR9uaquoji1tQFFZErKA7xMyjWdF0dc0RktfLfvyIiP23QrtNE5EIKrcz9jBAYVPUfJvznQ8CcUXVQHLLHWQ34doMyrn2f2K5fldqG+goKzRgAInKvqn6hQZlFwJni4Iekqr8UkVOA14x6tuSosk3jdXxrVBUuY1W2aY6IrC6FD9LXGW0+/cfxKsvc02C8nNsFzKXY58bX8Mh2SeGH80sROYJm3xMjQzorMPQJEfkOSz6EiMhYA5XdN4FFIvIMhanFGMXhu0k9TcvMFZE/eb5Buy4t65jdsI7tgN0p7HQfpZn5y8uB51IcTu5rUGZ/4B+Af1bVV4vIyI/OpDLTG5bZz7Gev6M4CF6hqq9pWIerH87E538M7EZxmKrjxAllftagDoCtgY2BN6rqIhGZR73AtFXZ/l0mPH/xiDpc/Yk2oDj8Tnz+8hF1jJd5i0eZ/VX1SRE5Z0S7VqfQXOwJ/KFBP6AY/9nl+/4ZVb1gxPNQmOIcQvH+fkZV7xvx/FT+V6PatZuqPk9EzqAI9HBhgzJvVNW9pfCx2LksUyswqOoVIvIDCo3yAh3hXK2qF4rItRQasrtGPQ9+vk6qeraIXERxyH6QERoWETkTWE+W+KIczWj77zMptME3lcLDRXVlpPDd2Q64i4a+OxSXIk7+PmXfz6M4aC436mAufr4rPmWc/JCmeH79uudLPioijeuYNFZPqOpjI34fETkduIViL3oE+AkjTOsml5HCP6quzFcofBJmAA+Wl4OjuI1CYLoMQFV/1qSMLPHzatVZ3GgPExjy4BiKg9PHWy5zLIWzeNMysdo1neKgfR4NTUAcy6xO8RF8h4isTiFsjCJGmfHn3+lQx+uB44HbgbV1tB+O6/O+Zf6CwjRwdRFZidF9cX0eCjPCuynMax5ntH+B6/PLXEZEXNo106GOp1T1KBHZBDheRP5MVfdsoYyr/9VLRGQjCu3ouhSak6Zl1mlaRkROoJiTB2jgXO36fMnXgceA37DksmP2iHadVfZh/DB/PvUCwAqquo8Uvi5NfVFcy6yvqruVGqK/LwXYJmV2dSnjcZhfi2LtX0Eh0DTxXfEp80c/pLKdo/xXXJ93LuNxkIfCV2Xb8Xe2Ybtcy9wGHKmqozR2E/mjzxaFwHGLqt7ZQhkjM7rs9NwbVPW/gS9HKDPfpUykdp0H7KSFf8m4LXToMh8G1is3qJfRzOwgRhnnOlT1WVU9ieIjPdIPx/V53zIU2pWrKPwEXsdoJ1PX56HwJ1qbwp/oo4z2J3J9PlYZnzpuAFDVn6jq+xoc/H3KfJbC52oT4J8oNAyjOI1CizGXQtPygZbKrKWqB2pz52rX5wH2Ae5Q1dmq+k5VrRUWSpZXN2f0NUUKXxQKn7ImviiuZXz823zKODmvq+pcCnPNxv5UPmUoxmgbEZklIjsw2lfP9XmfMn88yKvqO2l2MbYqsKqIHCIib6UQsEOXuQ5YXtwCm1Cuxb0prAkObKuMkRfTxsYahSU3DMMwjCSIyGcptDLjgSFEVevCRTo9vwztugT4mKqqiJwE7K6qL695/oXAC1T19vK/3znKvMy1TGm/vqaq3i8i6wJP64jQnz5lynK7UJgjrqeqjQ6BUvjRvVlVT27yvE8ZWeKrtyHwcx2R68T1edcyIvI5Cq34fAqt4htUdf8Rv788hR/khhS+K19V1T+ELCMiF6vqW2VJeNWtVbU2sImIbNdQcFumMkZ+mEmSYRiGkTXqGBjC9XmY2sdLR/tsHQG8oKzzBBH5xYjnL2Fp37NR/iiuZZz92zzLoKpXi8gdwJtHPTt5fEXkX0aNb4gyo/ri+rxnmcNZcpB/giKnyCiuYYJvI4UGbNScuJbxCWzi49voU8bIDBMYDMMwjKwRx8AQrs+X+PhfuR7mY/iFRfE98zjM5+qr5/q8Txmfw3+M8fI5yMeaRyM3xsbG7I/9sT/2x/7Yn2z/zJo1a7NZs2Z9sK3nJ5R7aZvt8qnDs10x6siy7zmOV6z12Jd22Z88/5gPg2EYhpE9IvJSVf2/tp73JVY9OTLkvruS61jl2i4jP0xgMAzDMAzDMAyjEgurahiGYRiGYRhGJSYwGIZhGIZhGIZRiQkMhmEYhmEYhmFUYgKDYRiGYRiGYRiV/D9KmRgqN2oueQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x1008 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14,14))\n",
    "sns.heatmap(vals_all_in, center=0, cmap=\"RdBu\", ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sparsity, total agreement, total disagreement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dimensions of matrix: (1238, 99)\n",
      "Total number of possible votes: 122562\n",
      "Total number of agrees: 30263\n",
      "Total number of disagrees: 11718\n",
      "Total without vote: 80581\n",
      "Percent sparse:  0.6574713206377181 %\n"
     ]
    }
   ],
   "source": [
    "melted = vals_all_in.melt();\n",
    "all_votes = melted.count();\n",
    "by_type = melted[\"value\"].value_counts();\n",
    "total_possible_votes = all_votes[\"value\"];\n",
    "total_agrees = by_type[1.0];\n",
    "total_disagrees = by_type[-1.0];\n",
    "total_without_vote = by_type[0.0];\n",
    "\n",
    "print(\"Dimensions of matrix:\", vals_all_in.shape)\n",
    "print(\"Total number of possible votes:\", total_possible_votes)\n",
    "print(\"Total number of agrees:\", total_agrees)\n",
    "print(\"Total number of disagrees:\", total_disagrees)\n",
    "print(\"Total without vote:\", total_without_vote)\n",
    "print(\"Percent sparse: \", total_without_vote / total_possible_votes,\"%\")\n",
    "\n",
    "\n",
    "## Make sure to check how many people and votes, relative to the total matrix, you are losing given min vote threshold"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mean total participant votes (agree or disagree, no pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "33.91033925686591\n"
     ]
    }
   ],
   "source": [
    "print(np.mean(participant_vote_totals))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Median total participant votes (agree or disagree, no pass):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "27.0\n"
     ]
    }
   ],
   "source": [
    "print(np.median(participant_vote_totals))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution of total votes by participant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a20f8d710>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(participant_vote_totals, rug=True, bins=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution of total agrees by participant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a15b87198>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(participant_agree_totals, rug=True, bins=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution of total disagrees by participant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a14c02438>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(participant_disagree_totals, rug=True, bins=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mean of participant votes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1101c0320>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(participant_means, rug=True, bins=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Variance of participant votes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A participant with 0 variance would have agreed, or disagreed, on 100% of the comments on which they voted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a12f7d198>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(participant_variance, rug=True, bins=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a12e83080>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=participant_variance, size=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution of total votes on each comment "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a12fbf710>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(comment_total_votes, rug=True, bins=9, kde=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Average vote per comment (-1 ..... 0 ..... 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a15f12940>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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x6r+s5SlPElkkGqWtd5TK4mycTnXJWGHLuiKi0ShnLvdbXYokmHnD3TCMdcB7gdC0bRlANdAHnDRNUyv5piD/wDjjk2Gq1CVjmZwsD2vLc7nYOsD4ZNjqciSBzHsTk2mazcBXDMN4etpmJ/AJ0zSPGYbxVcMwdpumeTjWkxYVxScMfD57Dr1LhHZF+wJ4czJu+5ozV/pxOKB+dSEZabHdDzffMRfC43EnzPFm22+l6tu9sYzm9iGudI6wa4FLG2ZlpeMrnPsX70T4LC4XO7cNFn+HahlQAxwDBoAFTd7t948QiSxtZjufz0tPj/0mUEqUdgUmQgyP3H562abWAUoKMglOhghOxjbeer5jLkQwOH+NK3E8b07GrPutVH1pLgeVvmxOXOyhttKL2xX7V2mBwAQ94dmv+BPls7gckqltTqdjURfEC/pC1TCMTMMwvga0Ao8YhvE/gVLg4ILPLEltZCzIwMgkVT51ySSCTWsLmQiGudQ6+9QPknpivnI3TfPhqYdfmvr/J+NfjiSLtp7rd6Uq3BNDSUEmxXkZnL3ST/2qfJy65yDlaSikLEpbb4CcTA+52ZrqMRE4HA42rC1kZCxIW8+o1eVIAlC4y4KFI1E6/aNUFGfrrtQEsqokh6wMN+evalikKNxlEbr7A4TCUSp92VaXItM4nQ6M6nw6/AEGRiasLkcspnCXBWvvHcXpcFB2myF0Yo266jycToeu3kXhLgvX1jNKSWEmHrc+PokmI83NuvJcmtuHmAjqpqZUpp9OWZDR8etDICuL1SWTqBpW5xMKR2luG7K6FLGQwl0WpH1qJIbCPXEV5mZQnJfBxdYBotGl3SwoyUvhLgvS1jtKVoabPC3MkdDqqvMYGJmkZ2DM6lLEIgp3iVkkEqXDH6BSQyAT3pqyXDwuJxdadMdqqlK4S8x6BsYIhiJUqEsm4XncTtZWeLnaOawvVlOUwl1i1tY7isMB5UUaApkM6qrzCUf0xWqqUrhLzNp7RynJzyTN47K6FIlBUW4GRbkZXGpT10wqUrhLTMYmQvQNTahLJsnUVObSPzxB31D8ph6W5KBwl5i0904NgdSUA0llTXkuToeDJnXNpByFu8SkrWeUzHQXBd4FrcsiFstIc1Fdkk1z+xDhJS6QI8lF4S7zikSjtGsWyKRVU5nHRDB8cw5+SQ0Kd5mXf3CcyaCGQCariuJsMtJc6ppJMQp3mVdbzygOoKJI4Z6MnE4H6ypyae0ZYTzGtW4l+SncZV7tvaMU52eQnqYhkMlqXUUu0Shc7VTXTKpQuMttjU+G6B0cV5dMkivwppOXncaVDnXNpAqFu9xWe28A0BDIZOdwOFhbkUtX/xijY0Gry5EVoHCX22rvHSXd46IoN8PqUmSJ1pR5AbjcOWxxJbISFO4yp2g0SnvvKBXFWRoCaQO52WkU52WoayZFKNxlTv6hCcYnw+qSsZE15V76hiYY1ALatqdwlzndmHJAX6bax5qyXAAud6hrxu4U7jKntp4RinIzyEhzW12KxElWhpuyoiwudwxpCT6bU7jLrALjQXoHxqlQl4ztrC33MhwI4tdMkbamcJdZnb86QBQthG1Hq0q9OB0OLrera8bOFO4yq3NX+0hzOynO0xBIu0n3uKj0ZXOlc4iIZoq0LYW73CIajXL2Sj/lxdk4nRoCaUdry72MTYS1SpONKdzlFi3dIwyNTqpLxsaqSnJwuxwcOd9tdSmyTBTucovTl/sADYG0M7fLyapSL8cv9hIKR6wuR5aBwl1ucarJT6Uvm6wMDYG0szVlXsYmQpyZ+sdc7EXhLm8TGA9yqW2QDWsKrS5Flll5cTZZ6W4On1PXjB3FdGlmGMZ24E9N0/y1adv+K+AFnKZpfm6Z6pMVdvpyH+FIlE1rCzUO2uZcTgdbaos4drGHYCiMx635+u1k3it3wzDWAe8FQjO2FZqm+QWgzzCM3ctXoqykE5f8ZGe4WVOea3UpsgJ2GiWMT4Y52aSuGbuZ98rdNM1m4CuGYTw9bXMZ0Db1uB2oWMhJi4pyFvLyOfl83rgcJ9FY1a5wJMrpy33s2lhGTk4G3pz4j3GP5zE9HnfCHG+2/RKpvrlsrSsmLyeNE81+9t+97pbn7fozBvZuG8TYLTOLVqB86nEFcGIhO/v9I0u+ecLn89LTY7877Kxs16XWQYYDkzRU5REITDA8Ev9umXgeMxgMJcTxvDkZs+6XKPXdzsR4kO11Pl4/3UFr28DbllK0688YJFfbnE7Hoi6IF/SFqmEYmYZhfM00zWvAqGEY3+R698zhBZ9ZEs6Jpl6cDgeb1urL1FSyZ30Jk8EIJ5p6rS5F4ijmK3fTNB+eevilqT9/eVkqEsucuOSnvjqPrAwPoxOh+XcQW6iryicvJ41DZ7vYvb7U6nIkTjQUUgDwD47T2jPClppiq0uRFeZ0OtjVUMKp5j7G9I+6bSjcBYCTU7+Sb60tsrgSscLu9aWEwhGOXeyxuhSJE4W7AHCiyU9JfiZlhVlWlyIWqKnIpSg3XTc02YjCXZiYDHP2Sj9baou0EHaKcjgc7FpfypnLfYyMBa0uR+JA4S6cu9pPKBxha63621PZ7vUlhCNRjl5Q14wdKNyFk029pKe5MKrzrS5FLLS61EtJQSaHz3VZXYrEgcI9xUWjUU40+dm0thC3Sx+HVOZwONi9voRzV/sZGp20uhxZIv00p7iW7hH6hyfYUqNRMgK7G0qJRuGIqS9Wk53CPcWduHR9CKTGtwtApS+biuJsjZqxAYV7ijt+qZe15bnkZadZXYokAIfDwe6GEi62DOAfHLO6HFkChXsK8w+Oc7ljmJ2Gz+pSJIHsWl9CFDh4ot3qUmQJFO4p7OjU3Yg76hXu8ivlRdmsKsnh1eNt879YEpbCPYUdNXuoLM7WXalyi90bSjGv9tM9oK6ZZKVwT1FDgUkutA7oql1mtXfD9dkh3zzdaXElslgK9xR1/GIv0Sjqb5dZFeZmsLmmmNfPdBKNLm1hHbGGwj1FHb3QQ3FeBtUl8VnyUOzngZ1VdPeP0dwxZHUpsggK9xQUGA9x9kofO+p9mihM5rRvawUet5M31DWTlBTuKejYxR5C4Sh3NJRYXYoksKwMD9vrijl8rptQOGJ1ObJACvcU1Hi+m6LcDGoqcq0uRRLcnRvLGBkLcqrZb3UpskAK9xQzMhbkzOU+dq8vUZeMzGvj2kJys9M4eLLD6lJkgRTuKeYts5twJKqFkCUmbpeTfZvKOHHJz+DIhNXlyAIo3FPM4XPdlBZksqpUo2QkNndvKScSjfK6vlhNKgr3FDI4MsH5a/3sWl+qLhmJWXlRNnVVebxyskNj3pOIwj2FNJ7vJhqFPes1SkYW5p4tFXT1BbjYOmh1KRIjhXsKef10J9UlOVT61CUjC7OroYSMNBevaKbIpKFwTxFtvaNc6Rxm36Yyq0uRJJSe5mLvxjIaz3czMha0uhyJgcI9Rbx+qgOnw8GejQp3WZwHt1cSDEV4VVfvSUHhngIikShvnOlk87pCrbgki1ZVkkPDqnx+ebSNSERfrCY6hXsKOHulj4GRSfZtLre6FElyD+6owj80fnPtXUlcCvcUcPBUB9kZbrbWahFsWZrt9cUUeNN54Wir1aXIPBTuNjcyFuTohV72bCjF49bbLUvjcjp5YHslZ6/009YzYnU5chv6abe5gyc7CIUj3L+t0upSxCbu21ZBmsfJs4euWV2K3IbC3cYi0SgvHW+jtiqPKi3KIXHizUrjvq2VvHmmi16tsZqwFO42du5qP939YzywXVftEl/v2l2NwwEHDuvqPVG553uBYRjFwDeBUeAZ0zSfnNr+PX71j8MfmqapdznBvHS0jZxMD3donVSJs8LcDO7cVMarJzt43761GmKbgGK5cv8s8A3TNJ8Anpi2fT3QC1wD2pahNlmC/uEJjl3s5e4t5XjcLqvLERt6z97VhEIRnmvUdV0imvfKHSgD3jbuyTAMJ/BZ0zTfMAzjt4APAT+I9aRFRfHp//X5vHE5TqKJR7uebWwhSpQPPliPrzh7wftH+wJ4czKWXMdM8Tymx+NOmOPNtl8i1TeXrKx0fIVZcz5/u8+iz+flvh1VvPBWGx99ZwNFeZlxrW252TU/bogl3FuAcmD6Uiy5wBbgDWAASF/ISf3+kSXf4ebzeenpGV7SMRJRPNo1NhHimYOX2VHvwx2NLOp4gYkQwyPjS6pjNvE8ZjAY3xoXezxvTsas+yVKfbcTCEzQEw7P+lwsn8V3767m1eNt/J8nT/P4uxviWttySqb8cDodi7ogjqVb5jvA7xmG8V3grw3D+AvTNAeATYZhfB14EPjhgs8sy+bgyQ4CEyH271lldSlic778TB7YUcmrJ9vp8I9aXY5MM++Vu2maHcC/n7bpX6e2f2a5ipLFC0ciPNfYQl1VHjUVeVaXIyngfXet4eDJDn70UhOf+dAWq8uRKRoKaTNHzvfgHxrXVbusGG9WGu/Zu5pjF3s53ey3uhyZonC3kUg0yjNvXKGsMEvzyMiKetfuVZQXZfG9n5tMBGfvw5eVpXC3kSPnu2ntGeWRfWtwao1UWUEet5NPvsugd3Ccpw5etrocQeFuG5FIlCcPXqayOJvd60utLkdSkLGqgHu2lPPzwy1c7UyOkSh2FstQSEkCr53ppMMf4D88vJ6xOPxarLUYUoPD6WB0IjTrc9G+AIE5npvLB+6t5USTn7968jRf+vgO0tOWdgNduseNJjNdHIW7DYTCEf714GUKvOlMBsM0nuta8jG31mvKglQwEQxz4kLPrM/NNX7/drbW+9i7oZRfNLbwlz89xb7NZTiW0EW4a30p7nTF1GLo30QbeP5IK72D42yvL17SD5JIPJQVZbGltojm9iGa2oasLidlKdyT3ODIBE+9dpkNawup8mlaX0kMm2uKKCvM4s0zXXT2BawuJyUp3JPcj19uJhiK8KH71lldishNToeD+7ZV4M3y8OLRNvqHJ6wuKeUo3JNYc/sQB0918I5d1ZQUzD35k4gV0tNcPHRHFW6XgxfeamU4MGl1SSlF4Z6kgqEI3/23c+TnpPG+u9ZYXY7IrHIyPTy0s4pQOMKBQy0MjOgKfqUo3JPUzw4209Y7yuPvXk+mRhNIAivMzeBdu1cBUX5+qIUeLc23IhTuSaipbZADh65xz5ZyttQUWV2OyLwKvOns37MKj9vJzw+3cLF10OqSbE/hnmQC4yH+9umzFHrT+dhDdVaXIxIzb1Ya77lzFaUFmbxxupM3z3QSCkesLsu2FO5JJBKN8p2nz+IfHOc337dR3TGSdDLS3Dy0s4qNawu50DLI069dUTfNMlG4J5Fn3rjK8Uu9fOTBWuqr860uR2RRnE4HOw0f79hVRTgS5cCb1zh8rotJzSYZVwr3JHH0Qg8/e6WZvRtK+bWdVVaXI7Jk5UXZvO/uNdRV52NeHeCnr1zmYssAkagmNooHhXsSOHe1n79+8gzrKnJ5bH+DphgQ20hzu9i7sZT33LWavJw03jjTxbNvXKWnX101S6VwT3CXO4b4ix+fpLQgk889unXJs+yJJKKi3Azetbuau7eUE5gI8+yha7xyvJ1e9ccvmsI9gZnX+vmzfzlGTqaH3/voNnIyPVaXJLJsHA4H6ypy+cA9a9lcU0RL9whf+Ycj/PPzFxkZC1pdXtLRcIsEdexCD3/15Bl8+Rn8/ke3UeBNt7okkRXhcTvZXleMUZ1PW+8oz7/VwsFTHTx812p+bWcVHrd+e42Fwj3BRCJR/vX1K/zslWbWlOfyhY9s1RW7pKSsDDcff0c9796zih+91MQPX2zil2+18uv3rmPvxjItJTkPhXsCGRkL8tffPczhs53s2VDK4/sb1McuKa/Kl8PnH93KuSt9/ODFJr7z9Dmea2zhIw/UsmFNodXlJSyFe4I4eqGH7//cZGQsyL97Rz0P7qjUqBiRadavKeSPHi/g8NkufvxyM3/2L8fZtK6Qj9xfS1WJ1jKYSeFusd6BMX7wUhNHzndTXZLDf3niTnLTdbUuMhunw8HejWXsNHy88FYbT79+hT/+7mH2bS7n1+9Zp++mplG4W+RfXrhIJAovHWvF4XDw3rtW8447qvFmpTEaWPi0qLdb0Pr4xV4TLWNkAAAIfElEQVS21RXf/H8sfv7mVcoKs962b2dfgP17Vs16fOBtxz5+sZezV/r4+Dvqb/75jo3lHDh0DYCywl/NP7+trpgDh65RVph181w3ts9W+4FD19i/ZxU/f/Mqnf7Aze039gNurv6zf8+qt22ffr79e1bdPO+NfTr9gVteO9v+N843s83T/646+wIcPNlBbWXenPvObPfMts72dzvzXNvqivnRS03UVubNut/0Ns481mzvc6yfkcVYyPGPX+ylZ2CMR++vveU5j9vF/j2ruHtLOc+8cYUX3mrl8Nku3rm7mnfvWa2pOVC4r7iBkQl+0djCc40tAKyryGV7fTHZGR6OXuhZ1KLEcPsFrU82+dlWV3zz/7F47nALn9xvvG3f2x0f3h4aM19/48/dUzendE+7SWVbXTHd/WN094+97VzTa55e+419nzvc8rbzzlXjzO03znfjWDcez7b/bG2ffr6ZbZ7++hv1Td9/5r4z2z2zrbP93c4817a6YgLjoTn3m97Gmcea7X1eznBfyPFPNvk52eSfNdxvyMn08NEH63hwRxU/eaWZp1+/ysvH23lk31ru21aB25W6o70V7isgGo3S1DbEL4+20ni+++bt1Y/sW0O+fo0UWTJffiaffmQj79xVzQ9fvMQ//eICzx9p4cP317Cj3peS318p3JdRd3+AN8508caZTrr7x8hMd/Hgjioe2lnJH3z7TQW7SJytLc/li7+xnZNNfn74UhPf+ulpaivzeOTuNWxcU5hSIa9wjzP/4DjHL/Vy6GwXl9oGcQDGqnzee+dqdjWUkJGmv3KR5eRwONhaW8ymdYW8dqqTn73azP/6fydYVZLD/r2r2NVQYnWJK0JJs0SRaJSrncMcv9jL8Uu9tHSPAFBZnM2H769h74ZSCnMzLK5SJPW4nE7u3VrBnRvLePNMJwcOX+NvnjrLT15u5oMP1LFlTQFZGfaNQPu2bJlEo1G6B8Y4d6Wfc1ev/zcyFsThgLrKPD7yQC1ba4soL8q2ulQR4fp0BvdsrWDflnJOXOrl2UPX+JufnSLN7WRXQwl3bS7HqM7H6bRXl43CfR7BUJirXSM0tw/R3D7IpbZB+oauD1Us8KazpaaIDWsK2FJTrGkCRBKY0+Fge52P7XU+BsZDPPnSJd4828VrpzvJy05jh+Fja00xDavySfMk/70mCvcp0WiU/uEJ2ntHae0Zpb13lJaeEVq7RwhPDSIvzE1nXUUe792bz/o1hZQWZKbUFzQidlFXXcBj+xv42EN1nGzyc/hsF6+d6uDFo2143E7WlnlZV5lHTUUu6yrykvLmqHnD3TCMYuCbwCjwjGmaT05t/13AADKB/2ia5uRyFroU4UiEkUCQ4UCQ4cAkQ4Eg/cMT+AfH6R0cwz80Tu/gOOOTv1rmKzfLQ6Uvh3furmZdeR7rKnKT8g0Wkbmle1zsaihhV0MJwVAY89oApy/30dQ2yPNHWjgQvn5hl5+TRllhFiUFmfjyMyktyKIoLwNvpoecLA/pHlfCXejFcuX+WeAbpmk2GobxDPCkYRgZwIOmaX7QMIzHgA8AP4jhWC5gUX1bjee6uNY9QiQSJQqkpbkZGw8SiUSJRCEcjjAZDBMMRZgIhZmYvP54MhSZc23GjDQX+d4Maqvy2bU+HV9+JmWF19+47GXuYikpyCQr49ZzZKa7CYcWfm63yznr8aafa65zxrJPSUEmwKz7z/bczG0lBZm4XY6b26ebefyZj2fWPldN8x175rbZnot1/+l13HjPYjnm7dowV1tvPD/9PZ7v/Znt73NmDXMd58bzi/ks3u5zOP18sbhR93L1hc88bnqamy21xWypvX6TVSgcob13lGtdI7T2jOAfGqe1Z5Tz1wZuOZbb7SQ7w0NGmgu3y4nb7STN5bj+2OXE43ZSV5XHTmPhI3Wm1bmgviJHdJ71Cg3D+Bvgj03T7DAM4xnTNN9rGEbF1LZPG4bxDmCjaZrfiOF8dwOvLqRAEREB4B7gYKwvjuXKvQUoBzqmbesBbsy1WQG0x3i+xqkCOwAtdS4iMj8X1zO4cSE7xXLlXg78KRAEfgK80zTNzxiG8XvAOiAH+E3TNLUOlohIgpg33EVEJPmk7pRpIiI2pnAXEbEhhbuIiA0p3EVEbEjhLiJiQwp3EREbSpqJw243l41hGC7geeCLpmkesajERZurbYZh3At8CnAAL5um+R3rqoydHeYjmstsbTMMwwH8JdfvBakAPmWa5q33qCewud6zqefeCfyOaZrvt6q+pbjN5/FLQCmQB3zZNM0e66qMv6S4cp82l81nuD59wQdmvOQPif0u2YQyT9vygU8DjwHJ9IN1Yz6iJ4AnIKb3MFnc0jbACzxpmuZngdeBnVYVtwSztQvDMFZzfdqQZJ4Dd7bPYylwPxAB2u0W7JDAV+6GYXwReNfUH51A09TjdmDjtNd9CDhDEn34Ym2baZpPTf1W8lWuX3kkizKgdca2Qq5PWwEz2plkbmmbaZpDwAHDMLYAm0iu9+qGW9plGEY68J+ALwA/tqKoOJnt87gWGDVN84uGYfyBYRgPmab5ggW1LZuEDXfTNP+U69MeYBiGB/i/U0/NnMvmw8AgcAdQA3xiBctclFjbZhhGPvB14FtJ1t0Uz/mIEs1sbcMwjI8BW4EnTNNMxnmTZmvXA8CNLo3NhmE8aJrmL60obolma1snMDz12E8SXRzGKmmmH5g5lw3wMDB448NmGMafAE8nWQgCc7cNeByo4noQtpim+WWralwIO89HNFvbgP8NvMz1730Avmma5oImebLaXO/ZtOefNk3zYavqW4rbfB7/B9e//3EBn0/Gz+PtJE24i4hI7JLiC1UREVkYhbuIiA0p3EVEbEjhLiJiQwp3EREbUriLiNiQwl1ExIb+Px9TKj0uYsXDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(comment_means, rug=True, bins=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Variance per comment (higher variance --> more divisive)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a15f4dcf8>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(comment_variance, rug=True, bins=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a160db588>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=comment_variance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.480375742833959, 0.4559003917413325, 0.45949091896095456, 0.4871875008155887, 0.5041568687836148, 0.30146074365606323, 0.39869924131108453, 0.4074351251823655, 0.467352496731149, 0.4951632603527026, 0.5211334138912986, 0.3806572172011213, 0.4695075960236139, 0.30455148097014434, 0.46797821281394303, 0.5215483830556735, 0.5137083367044032, 0.5139021194745804, 0.4614046053747653, 0.44839636601846294, 0.4893145440167532, 0.4555036916596478, 0.4392670444017012, 0.4972531129211979, 0.4784000720323905, 0.478653229321353, 0.41483671354860363, 0.47795900417841136, 0.37719979329836995, 0.2688745723077294, 0.3458911528052151, 0.4272962279564021, 0.4710532909142688, 0.37079517487427016, 0.3972037863978879, 0.43357557267048874, 0.35049757151692706, 0.346901172092157, 0.3726795002622943, 0.34261054752440284, 0.31329127964485465, 0.3257905945542389, 0.3411992608851118, 0.33033176654200436, 0.30381027818593553, 0.3140957717513044, 0.33281375192150725, 0.31021424414280685, 0.3544547853252256, 0.3528679849984779, 0.33393860544261306, 0.39312260381405906, 0.3815028147436786, 0.3159722675324463, 0.32918864393818426, 0.3015938469729363, 0.2872160788806824, 0.3278099806608745, 0.29572164181635907, 0.2736689015844474, 0.28942402801955563, 0.2643490595337245, 0.27312082910316876, 0.2840300813496146, 0.22910212678221745, 0.2538280252948529, 0.19066397676172298, 0.19555030391924152, 0.20379683736079254, 0.19414293208337882, 0.1962549685380265, 0.20641257852443, 0.1722487413906934, 0.16718820548020122, 0.16366488238625695, 0.1699337876245218, 0.1654291538021869, 0.15723416527256343, 0.15348704591542395, 0.15069122379365257, 0.1385944811711008, 0.12793120907399114, 0.10917864814007797, 0.11268370215131453, 0.08571918853954313, 0.1029939111757205, 0.10750572213769136, 0.07194364770944825, 0.07644893399902462, 0.0651919167138622, 0.04502284940273112, 0.08229699786773789, 0.07019307810554862, 0.0695791064330657, 0.05152925271622134, 0.07903205180067911, 0.070399257753268, 0.06208682512051052, 0.05571874486182041]\n"
     ]
    }
   ],
   "source": [
    "# something that shows {comment id: variance} needed here...\n",
    "# something that creates a custom set of comments based on variance... \n",
    "# something that creates a custom set of comments based on repful metrics\n",
    "# VARIANCE OVER TIME! \n",
    "print(comment_variance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>datetime</th>\n",
       "      <th>author-id</th>\n",
       "      <th>agrees</th>\n",
       "      <th>disagrees</th>\n",
       "      <th>moderated</th>\n",
       "      <th>comment-body</th>\n",
       "      <th>english-translation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comment-id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>1435654477147</td>\n",
       "      <td>Tue Jun 30 01:54:37 PDT 2015</td>\n",
       "      <td>0</td>\n",
       "      <td>435</td>\n",
       "      <td>238</td>\n",
       "      <td>1</td>\n",
       "      <td>我覺得載客的車子上應該要有明確標示。</td>\n",
       "      <td>I think the car's passenger should have clearl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>1435654449781</td>\n",
       "      <td>Tue Jun 30 01:54:09 PDT 2015</td>\n",
       "      <td>0</td>\n",
       "      <td>390</td>\n",
       "      <td>247</td>\n",
       "      <td>1</td>\n",
       "      <td>我覺得主動取締白牌車是交通部的責任。</td>\n",
       "      <td>I think the initiative to outlaw white car bra...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1435654422024</td>\n",
       "      <td>Tue Jun 30 01:53:42 PDT 2015</td>\n",
       "      <td>0</td>\n",
       "      <td>480</td>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "      <td>我覺得應該開放司機同時接受多家派遣。</td>\n",
       "      <td>I think we should open the driver while receiv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1435654296727</td>\n",
       "      <td>Tue Jun 30 01:51:36 PDT 2015</td>\n",
       "      <td>0</td>\n",
       "      <td>562</td>\n",
       "      <td>155</td>\n",
       "      <td>1</td>\n",
       "      <td>我覺得尖峰時段可以彈性提高收費。</td>\n",
       "      <td>I think the rush hour can increase the elastic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1435654192077</td>\n",
       "      <td>Tue Jun 30 01:49:52 PDT 2015</td>\n",
       "      <td>0</td>\n",
       "      <td>508</td>\n",
       "      <td>191</td>\n",
       "      <td>1</td>\n",
       "      <td>我有用過 Uber 叫車。</td>\n",
       "      <td>I have used an Uber.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                timestamp                      datetime  author-id  agrees  \\\n",
       "comment-id                                                                   \n",
       "6           1435654477147  Tue Jun 30 01:54:37 PDT 2015          0     435   \n",
       "5           1435654449781  Tue Jun 30 01:54:09 PDT 2015          0     390   \n",
       "4           1435654422024  Tue Jun 30 01:53:42 PDT 2015          0     480   \n",
       "3           1435654296727  Tue Jun 30 01:51:36 PDT 2015          0     562   \n",
       "0           1435654192077  Tue Jun 30 01:49:52 PDT 2015          0     508   \n",
       "\n",
       "            disagrees  moderated        comment-body  \\\n",
       "comment-id                                             \n",
       "6                 238          1  我覺得載客的車子上應該要有明確標示。   \n",
       "5                 247          1  我覺得主動取締白牌車是交通部的責任。   \n",
       "4                 180          1  我覺得應該開放司機同時接受多家派遣。   \n",
       "3                 155          1    我覺得尖峰時段可以彈性提高收費。   \n",
       "0                 191          1       我有用過 Uber 叫車。   \n",
       "\n",
       "                                          english-translation  \n",
       "comment-id                                                     \n",
       "6           I think the car's passenger should have clearl...  \n",
       "5           I think the initiative to outlaw white car bra...  \n",
       "4           I think we should open the driver while receiv...  \n",
       "3           I think the rush hour can increase the elastic...  \n",
       "0                                        I have used an Uber.  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_integerIndex.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 📝 Comments by total  ✅ agree and 🚫 disagree votes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "ax = sns.scatterplot(x=\"agrees\", y=\"disagrees\", data=df_comments)\n",
    "# ax.axes.set_title(\"Comments by total agree and disagree votes\",fontsize=24)\n",
    "ax.set_xlabel(\"Agrees\",fontsize=18)\n",
    "ax.set_ylabel(\"Disagrees\",fontsize=18)\n",
    "ax.tick_params(labelsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 🌌 Dimensionality Reduction and 🦚 Clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Are the first two principle components explained by how much people vote?\n",
    "\n",
    "In this chart, we take the PCA coordinates and color the participant locations by the number of total votes. Hopefully, it looks random. If it doesn't, we might imagine the following scenario:\n",
    "\n",
    "1. 1000 people vote, and there are very few controversial statements. They do not return.\n",
    "2. 1 person submits a statement which is incredibly controversial. \n",
    "3. 1000 more people vote, the space begins to take on structure, PCA is closely linked to vote count.\n",
    "\n",
    "We know this scenario - that voters don't see controversial comments - happens. Polis mitigates in two ways:\n",
    "* polis eliminates participants who don't vote at least 7 times from the analysis\n",
    "* polis shows several highly controversial comments (large egeinvalue) in the first 10 comments participants see"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1a20ea06a0>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "coords, embedding = polis_pca(vals_all_in, 2)\n",
    "\n",
    "plt.figure(figsize=(7, 5), dpi=80)\n",
    "plt.scatter(\n",
    "    x=coords[:,0], \n",
    "    y=coords[:,1], \n",
    "    c=metadata['n-votes'],\n",
    "    cmap=\"magma_r\",\n",
    "    s=5\n",
    ")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### k-means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Consensus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustermap All"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# index_to_label = df_comments['english-translation'].to_dict() # {index: label}\n",
    "\n",
    "# clustergrid = sns.clustermap(vals_all_in, cmap=\"RdBu\", figsize=(30,30))\n",
    "\n",
    "# ax = clustergrid.ax_heatmap\n",
    "# new_labels = [index_to_label[str(idx._text)] for idx in ax.get_xticklabels()] # [ label0, label1, label2, ...]\n",
    "# ax.set_xticklabels(new_labels, rotation=90, fontsize=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# All"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# coords, explained_variance = polis_pca(vals_all_in, 2)\n",
    "# print(\"Explained variance:\", explained_variance)\n",
    "\n",
    "# embedding = polis_umap(vals_all_in, 4)\n",
    "\n",
    "# leidenClusters = polis_leiden(vals_all_in, 8)\n",
    "\n",
    "# # Show clusters given umap embedding \n",
    "# fig, ax = plt.subplots(figsize=(7,5))\n",
    "# plt.sca(ax)\n",
    "# ax.scatter(\n",
    "#     x=embedding[:,0],\n",
    "#     y=embedding[:,1],\n",
    "#     c=leidenClusters,\n",
    "#     cmap=\"tab20\",\n",
    "#     s=5\n",
    "# )\n",
    "\n",
    "# ax.set_title(\"Leiden detected communities in UMAP space\", fontsize=14)\n",
    "# plt.show()\n",
    "\n",
    "# for x in statements_all_in:\n",
    "#     if int(x) < 5:\n",
    "#         c(x, coords)\n",
    "#         c(x, embedding)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/colinmegill/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  after removing the cwd from sys.path.\n"
     ]
    }
   ],
   "source": [
    "leidenClusters = polis_leiden(vals_all_in, 15)\n",
    "\n",
    "# Show clustermap\n",
    "vals_all_in['leiden_cluster_assignments'] = leidenClusters\n",
    "clusters_by_comments_means = vals_all_in.groupby('leiden_cluster_assignments').agg('mean').T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(1, 0, 'I think we should review staff. Passenger protection. Driving interests must take into account. The most important thing is safety first'),\n",
       " Text(1, 0, 'I think the driver should ensure passenger accident insurance.'),\n",
       " Text(1, 0, 'I think when UberX own passenger car, the car should be insured passenger liability insurance.'),\n",
       " Text(1, 0, 'I think, Uber is a response to market demand, the current should identify the problems, to face and solve problems.'),\n",
       " Text(1, 0, 'I think both of qualification, can not guarantee the quality of service of taxi driver'),\n",
       " Text(1, 0, 'Should be modified so that the passenger car from the insurance can also protect the interests of passengers or the insurance of UBER'),\n",
       " Text(1, 0, 'I feel that since the high north, other townships in Taiwan almost all white taxi car brand is always a price hike when riding, as legislation fully into the specification.'),\n",
       " Text(1, 0, 'I think the only shall fix a law to protect the passengers, the driver of the other passers-by with the minimum standards, the other should be left to the market mechanism to decide.'),\n",
       " Text(1, 0, 'I think I take the uber because drivers are generally better quality, unlike the taxi driver told him that I will go to several different parts of the stink face will greet people, even if there are regulations to them, the quality is still poor! Want to maintain the status quo ⋯ uber'),\n",
       " Text(1, 0, 'I think part of the vehicle because it is his own love of the car, but also will not violate Jiaotongguize compliance, passengers will not be as scary as general taxi rampage'),\n",
       " Text(1, 0, 'I think that every guest can travel with GPS positioning record, if things happen UBER company can assist police investigators access to travel records'),\n",
       " Text(1, 0, \"I think open Uber is to enhance the competitiveness of Taiwan's base important part\"),\n",
       " Text(1, 0, \"I think the question should be whether UBER legislation (or amending the law)? UBER service should depend on whether there are enough big influence on the present situation, affecting people's daily not great. If elected officials feel the influence of big enough, I am in favor of amending the law or legislation.\"),\n",
       " Text(1, 0, 'I think the taxi was ㄧ risky thing to do, because the vehicle quality is uneven, uneven quality drivers.'),\n",
       " Text(1, 0, 'The Uber legitimate, allowing drivers and passengers can receive better protection, can only hope that the Taiwan government proposed rule'),\n",
       " Text(1, 0, 'White counties outside car license price hike, when heard, like über if there is an open and transparent rates, and will not mess detour, will attract more passengers to take'),\n",
       " Text(1, 0, 'I think it should be for personal use passenger car registration, more than twice the daily commute is limited up to carpool effect, and should be added to protect the passengers to buy insurance'),\n",
       " Text(1, 0, 'Dealers Tube drivers used to be, now is the team Tube drivers. So the brand team we are more confident to take, because there are in management. Dealers now unlikely tube driver, so the driver will not join the team more likely to mess messing around. uber small problem now is not the driver, the driver until the uber much, probably just as many now nobody drivers the same. And uber only APP Tube drivers? You think this is really you?'),\n",
       " Text(1, 0, 'On the management side, unless uber admit that he is called a virtual car company, or management is weak.'),\n",
       " Text(1, 0, 'I think Uber since flaunt it should carpool to carpool, not for a bunch are professional drivers, and made do with small yellow business is not subject to the same regulatory controls driving career.'),\n",
       " Text(1, 0, \"Hong Kong banned Uber not just for the driver to open a penalty, also arrested the head of the company, Taiwan banned Uber penalty fines will only fills your iron hand alright? Random vehicle personnel can carry passengers, but sacrificed passengers (people's) safety.\"),\n",
       " Text(1, 0, 'I think the real spirit carpool, you should ask the driver can choose to take the passengers what areas together, carpool or just white brand car business profitable packaging Bale.'),\n",
       " Text(1, 0, 'I think the government set up a carpool with UBER network are matchmaking platform has nothing to do with the Ministry of Transportation'),\n",
       " Text(1, 0, 'I think UBER tax avoidance normal, just as you would choose methods of reporting the lowest amount in your income tax as normal.'),\n",
       " Text(1, 0, \"I think that Uber should pay the taxes paid to the government, without too much government intervention, let Uber free competition with small yellow; consumers have the right to choose, if they feel unsafe or Uber no job security, and they can go take a small yellow, and If this is the general public's idea that Uber will naturally be out of the market mechanism, why should the government interfere too much of it?\"),\n",
       " Text(1, 0, 'I think the management of occupational regulations buses share the economic unfriendly. It should be as soon as possible to amend the law, more environmentally friendly.'),\n",
       " Text(1, 0, 'I agree with uber legalization, allow consumers a choice, let the taxi industry more of a healthy competition of power, leaving many part-time pipeline open.'),\n",
       " Text(1, 0, 'Huang Li personally think that should be subjected to a small norm, would like to open uber drivers are required to pass the driving exam or certification by the Ministry of Transportation organized supervision unit, the test is too personal or business can be issued with a registration certificate, the one can protect all the passengers, On the other hand the basic rights of all drivers can be guaranteed.'),\n",
       " Text(1, 0, 'I think UberX on billing, night should be able to increase the cost, not only for passengers at a low price, allows the driver unable to continue, resulting in reduced number of vehicles.'),\n",
       " Text(1, 0, 'Regardless of the legal aspects under the premise, uber matchmaking benefits of better, from the taxi benefit is better'),\n",
       " Text(1, 0, 'I feel good scoring mechanism Uber, and effective management, will eliminate low-scoring drivers, so generally if the driver committed a serious error, will be permanently prohibit cooperation, on the contrary taxi mistake can still continue on the road, so the consumer Uber who is more secure platform.'),\n",
       " Text(1, 0, \"On driving, the taxi drivers 'income is better than uber, uber fare taxi drivers' income is Liu Cheng.\"),\n",
       " Text(1, 0, 'Should not limit the color of the taxi vehicle interior styling and so on, no matter how good the car painted in yellow hard to see, Tu Lite set manufacturers and cause an increase in purchase costs, consumers lose freshness'),\n",
       " Text(1, 0, \"On the security side, compared with the professional driver's license for personal use, written more than a place with attractions, road test more and more narrow lane S, Jiaotonganquan rules are the same.\"),\n",
       " Text(1, 0, 'I think the biggest difference UBER taxi fleet and scoring system are: UBER scoring system is transparent and open implementation, scores below 4.5 driver will be shut down, and thus ensure the quality of the vehicle. Instead, the taxi fleet scoring system is completely black box, input mode is not conducive to passengers, nor the identification of the scoring system at all. Even after the press, the passengers can not know whether the team had received scores.'),\n",
       " Text(1, 0, 'I have flown with Uber to increase billing'),\n",
       " Text(1, 0, 'I have been called Uber in a place outside of Taiwan'),\n",
       " Text(1, 0, 'I have a trade license.'),\n",
       " Text(1, 0, 'I think the Government should set fair rules for transport of control, rather than protecting particular vested interests.'),\n",
       " Text(1, 0, 'I think, called the car network tools (eg app), you can reduce the chances of a driver deliberately detour.'),\n",
       " Text(1, 0, 'I think that the taxi service quality is uneven, with the market does not provide enough of a fair competition environment.'),\n",
       " Text(1, 0, 'I have used an Uber.'),\n",
       " Text(1, 0, 'I think the rush hour can increase the elasticity charges.'),\n",
       " Text(1, 0, 'I think it is similar to carpool, but the concept of charging motorists to carpool who is feasible.'),\n",
       " Text(1, 0, 'I think, shared economy can reduce the waste of social resources.'),\n",
       " Text(1, 0, 'I feel good UberX average quality than a taxi'),\n",
       " Text(1, 0, 'I think it was UBER passengers and the driver both sides can benefit from the new service.'),\n",
       " Text(1, 0, 'I think, UBER is a resilient business model can create jobs.'),\n",
       " Text(1, 0, 'Uber is a matchmaking platform, like the auction site, belonged to the IT industry.'),\n",
       " Text(1, 0, 'If you do not hurry, even if there are many taxis in the street, I would tend to call Uber'),\n",
       " Text(1, 0, \"I think that even Uber X does not have occupational driver's license or vehicle clearly marked to identify, but because every trip travel itinerary Jie record, but also feel safe\\n.\"),\n",
       " Text(1, 0, 'I think that the traditional taxi now have to join the team only way to survive, this is not required by the Government, UberX subvert the provisions of this unwritten rule, feel great!'),\n",
       " Text(1, 0, 'I think UberX usually cheaper than a taxi on billing, can save an average lunch money.'),\n",
       " Text(1, 0, 'I think when the Uber app customer complaints, problem solved is more efficient than a taxi complaints.'),\n",
       " Text(1, 0, 'I feel like Uber drivers are less likely Luanzuan taxi driver while driving, when the guests have to get off the taxi directly behind the switch lanes to disregard the safety car, but the driver will switch Uber slowly to the curb lane.'),\n",
       " Text(1, 0, \"I think UBER is a shared platform concept, not the concept of employees. UBER platform is based on a manager's point of view to monitor on a platform of cooperation drivers and passengers\\n\"),\n",
       " Text(1, 0, 'I think the mechanism UberX existing safeguards the interests of the passengers enough, so that people can release operation more than a convenient mode of transportation.'),\n",
       " Text(1, 0, 'I think UberX is international App, today Taiwan to integrate into the international, we must accept this platform, rather than crowding it.'),\n",
       " Text(1, 0, 'I think the taxi prices have been subsidized by the government, now the Society still decided to hike fares, should be open UberX competition, let the market determine demand.'),\n",
       " Text(1, 0, 'I think we should open the driver while receiving a number of dispatch.'),\n",
       " Text(1, 0, 'Uber is manpower dispatch, as passenger employees belong to the service sector.'),\n",
       " Text(1, 0, 'Uber have the opportunity to take advanced cars (Ex.Audi.BMW.Benz ..... etc.), Taxi mostly for domestic cars, have different freshness.'),\n",
       " Text(1, 0, 'I think now is a technological age, many things should be standardized and laws should be Expelling, rather than rigid.'),\n",
       " Text(1, 0, 'I think that all commercial vehicles should always take passengers scoring mechanism, rather than rely on government-issued business license.'),\n",
       " Text(1, 0, 'I think the company since Uber charge income renewals, have a responsibility to provide passenger insurance, may develop additional types of insurance needed.'),\n",
       " Text(1, 0, 'I feel that although the addition billing will make people more do not want to take the Uber, in accordance with the law of supply and demand in addition to the accounting change is reasonable.'),\n",
       " Text(1, 0, 'I think UberX asked to find the exit, laid in respect unlike occupational minibus and taxi regulations for non-commercial vehicles, carpool or just to subsidize oil money from part-time nature of the car, there is a compliance with rules of the game'),\n",
       " Text(1, 0, 'I think UberX flagrante delicto make every effort should be closed down, people do not need to express an opinion.'),\n",
       " Text(1, 0, 'I think the taxi body must be painted in yellow, and other vehicles of different colors.'),\n",
       " Text(1, 0, 'Although I think UberX is to serve the public, but if you add the cost of legal taxes, insurance, its business model can not continue operating.'),\n",
       " Text(1, 0, 'I think the popularity of public transportation, car sales rising rate of empty, open passenger car for personal use will not increase demand, will only make it harder taxi business.'),\n",
       " Text(1, 0, 'I think the Ministry of Transportation to ban ineffective, the performance of public authority is incompetent.'),\n",
       " Text(1, 0, 'I think UberX currently not operating according to the law, so I think there are risks when traveling.'),\n",
       " Text(1, 0, 'I think UberX management qualifications for drivers is not stringent enough.'),\n",
       " Text(1, 0, 'I think UberX management system is not transparent, so I can not feel at ease.'),\n",
       " Text(1, 0, 'I feel that since the Ministry of Transportation has rejected Uber administrative appeal, the Taipei City Government should log out \"Taiwan Yu Bo Digital\" company registration.'),\n",
       " Text(1, 0, 'I think UberX has produced situations of unfair competition with existing domestic transportation.'),\n",
       " Text(1, 0, 'I think the car from the passenger on their own without government certification business, has threatened to Gonggonganquan.'),\n",
       " Text(1, 0, 'I think the profile UberX drivers, should be subject to government regulation.'),\n",
       " Text(1, 0, 'I think the initiative to outlaw white car brand is the responsibility of the Ministry of Transportation.'),\n",
       " Text(1, 0, 'I think UberX not yet possible to help protect passenger accident insurance, makes me feel insecure.'),\n",
       " Text(1, 0, 'I think UberX should make application for business transportation business law.'),\n",
       " Text(1, 0, \"I think the car's passenger should have clearly marked.\"),\n",
       " Text(1, 0, \"I think UberX drivers should first obtain professional driver's license.\"),\n",
       " Text(1, 0, 'I think before for comments relevant government agencies at all levels should first clear stand.'),\n",
       " Text(1, 0, 'Ministry of Transportation should publicly report on the 2014 survey Uber is illegal in line.'),\n",
       " Text(1, 0, 'I have a small car driving license.'),\n",
       " Text(1, 0, 'I think Uber place of business should pay taxes to the government.'),\n",
       " Text(1, 0, 'I think the platform to solve the dispute Uber record should be reported to the Ministry of Transportation.'),\n",
       " Text(1, 0, 'I think the Government should be able to face the challenges by Uber while improving supervision and evaluation system of the taxi, let the taxi drivers and passengers can get the same quality of service as Uber.'),\n",
       " Text(1, 0, 'I think any innovative services to achieve the purpose of profit is indeed an important process of social progress, but it must be completely legitimate business under the norms of the law, in order to avoid the illegal operation to produce social justice and social security.'),\n",
       " Text(1, 0, 'Uber is an offshore company, I think Uebr responsibility to raise enough to convince Taiwan in response to the way social problems in Taiwan for the tax.'),\n",
       " Text(1, 0, 'I think a similar transportation and food, medicine nature than matchmaking services platform in general, it should be strictly defined and special checks.'),\n",
       " Text(1, 0, 'I think UberX taxi mutatis mutandis, the registration certificate, license, driving complete information furnished in the car visible place.'),\n",
       " Text(1, 0, 'I think the car ride from others, if not judge whether the person through the test and health check, feeling very insecure.'),\n",
       " Text(1, 0, 'I think it is the obligation of a tax business operations in Taiwan, Uber, or create a new model then it excellent, resulting in Taiwan should try to be legitimate tax liability.'),\n",
       " Text(1, 0, 'I think Uber \"bonus rates\" logic is very opaque, resulting in sometimes UberBlack will be cheaper than UberX strange situation occurs.'),\n",
       " Text(1, 0, 'I think we need to consider in advance autopilot computer case, including whether to build a modern public system also necessary, as well as future employment taxi drivers how to do.'),\n",
       " Text(1, 0, 'I think \"driving his intended destination, and take the same people\" is the carpool spirit, bypass waiting passengers can not be regarded carpool.')]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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